{
"cells": [
{
"cell_type": "markdown",
"id": "5572cc0a",
"metadata": {},
"source": [
"--- \n",
" ![](\"https://upload.wikimedia.org/wikipedia/en/c/c8/University_of_the_Punjab_logo.png\")
\n",
"\n",
"Department of Data Science
\n",
"Course: Tools and Techniques for Data Science
\n",
"\n",
"---\n",
"Instructor: Muhammad Arif Butt, Ph.D.
"
]
},
{
"cell_type": "markdown",
"id": "04ba630a",
"metadata": {},
"source": [
"Lecture 3.8 (NumPy-08)
"
]
},
{
"cell_type": "markdown",
"id": "5c62152d",
"metadata": {},
"source": [
"![\"Open](\"https://colab.research.google.com/assets/colab-badge.svg\")
"
]
},
{
"cell_type": "markdown",
"id": "a5a92293",
"metadata": {},
"source": [
"# _IO Operations with NumPy Arrays.ipynb_"
]
},
{
"cell_type": "markdown",
"id": "127a82e5",
"metadata": {},
"source": [
"![](\"images/fileformats.png\")
"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e037c8d1",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "47b3f134",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "7aeadcc5",
"metadata": {},
"source": [
"# Learning agenda of this notebook\n",
"1. Reading Numeric data from text/csv Files\n",
"2. Writing data to files\n",
"3. Bonus 1\n",
"4. Bonus 2"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "cea29d7c",
"metadata": {},
"outputs": [],
"source": [
"# To install this library in Jupyter notebook\n",
"#import sys\n",
"#!{sys.executable} -m pip install numpy"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "64d5768b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('1.19.5',\n",
" ['/Library/Frameworks/Python.framework/Versions/3.8/lib/python3.8/site-packages/numpy'])"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"np.__version__ , np.__path__"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "39e5dfb4",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "255f6be4",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "3b320c77",
"metadata": {},
"source": [
"## 1. Reading Data from Files\n",
"The `np.loadtxt()` is used to load data from a text file. Each row in the text file must have the same number of values.\n",
"```\n",
"np.loadtxt(fname, dtype=’float’, delimiter=None, skiprows=0, comments='#')\n",
"```\n",
"
\n",
"The `np.genfromtxt()` is more powerful and we will use this to read data into numPy arrays.\n",
"\n",
"```\n",
"np.genfromtxt(fname,dtype=’float’,delimiter=None,skip_header=0,comments='#',missing_values=None,filling_values=None)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "07afbcac",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "dd0e8fd5",
"metadata": {},
"source": [
"**Example 1:** Read data from a simple text file containing space separated numbers in a single line."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "996e4212",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3 9 12 22 45 91 33 61 12 19 62 29 64 31"
]
}
],
"source": [
"!cat datasets/data0.txt"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "52a55eeb",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data:\n",
" [ 3. 9. 12. 22. 45. 91. 33. 61. 12. 19. 62. 29. 64. 31.]\n",
"shape: (14,)\n"
]
}
],
"source": [
"import numpy as np\n",
"# The only required argument is name of file, and by default the numbers are casted to float data type\n",
"arr = np.genfromtxt(\"datasets/data0.txt\")\n",
"print(\"data:\\n\", arr)\n",
"print(\"shape: \", arr.shape)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "160dd3cb",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "bf4f83ae",
"metadata": {},
"source": [
"**Example 2:** Read data from a simple text file containing space separated numbers in multiple lines. The count of numbers on each line must be same"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "42bf1bd6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"12 19 62\r\n",
"9 33 61\r\n",
"22 45 91 \r\n",
"29 64 31"
]
}
],
"source": [
"!cat datasets/data1.txt"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "53568686",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data:\n",
" [[12. 19. 62.]\n",
" [ 9. 33. 61.]\n",
" [22. 45. 91.]\n",
" [29. 64. 31.]]\n",
"shape: (4, 3)\n"
]
}
],
"source": [
"# The only required argument is name of file, and by default the numbers are casted to float data type\n",
"arr = np.genfromtxt(\"datasets/data1.txt\")\n",
"print(\"data:\\n\", arr)\n",
"print(\"shape: \", arr.shape)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "64327a0f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data:\n",
" [[12 19 62]\n",
" [ 9 33 61]\n",
" [22 45 91]\n",
" [29 64 31]]\n",
"shape: (4, 3)\n"
]
}
],
"source": [
"# You can read the numbers as integers, by mentioning the dtype argument\n",
"arr = np.genfromtxt(\"datasets/data1.txt\", dtype=np.uint8)\n",
"print(\"data:\\n\", arr)\n",
"print(\"shape: \", arr.shape)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9fe888d1",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "76ee4452",
"metadata": {},
"source": [
"**Example 3:** Read data from a csv text file containing comma separated numbers. By default, the `genfromtxt()` expect a space as separator. So here, we need to pass `,` as the delimiter argument"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "300ef950",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"37,292\r",
"\r\n",
"40,228\r",
"\r\n",
"49,324\r",
"\r\n",
"61,376\r",
"\r\n",
"72,440\r",
"\r\n",
"79,496\r",
"\r\n",
"83,536\r",
"\r\n",
"81,556\r",
"\r\n",
"75,496\r",
"\r\n",
"64,412\r",
"\r\n",
"53,324\r",
"\r\n",
"40,320"
]
}
],
"source": [
"!cat datasets/icecreamsales_simple.csv"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "70a700d9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data:\n",
" [[ 37 292]\n",
" [ 40 228]\n",
" [ 49 324]\n",
" [ 61 376]\n",
" [ 72 440]\n",
" [ 79 496]\n",
" [ 83 536]\n",
" [ 81 556]\n",
" [ 75 496]\n",
" [ 64 412]\n",
" [ 53 324]\n",
" [ 40 320]]\n",
"(12, 2)\n"
]
}
],
"source": [
"arr = np.genfromtxt(\"datasets/icecreamsales_simple.csv\", dtype=np.int16, delimiter=',')\n",
"print(\"data:\\n\", arr)\n",
"print(arr.shape)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b4ad0e33",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "50141593",
"metadata": {},
"source": [
"**Example 4:** By default the `genfromtxt()` method assume that no column labels are there in the first line. However, if the first row of file contains column labels, we need to use skip_header argument"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "8757e191",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Temperature,Sales\r",
"\r\n",
"37,292\r",
"\r\n",
"40,228\r",
"\r\n",
"49,324\r",
"\r\n",
"61,376\r",
"\r\n",
"72,440\r",
"\r\n",
"79,496\r",
"\r\n",
"83,536\r",
"\r\n",
"81,556\r",
"\r\n",
"75,496\r",
"\r\n",
"64,412\r",
"\r\n",
"53,324\r",
"\r\n",
"40,320"
]
}
],
"source": [
"!cat datasets/icecreamsales_withheader.csv"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "06238c67",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data:\n",
" [[ 37 292]\n",
" [ 40 228]\n",
" [ 49 324]\n",
" [ 61 376]\n",
" [ 72 440]\n",
" [ 79 496]\n",
" [ 83 536]\n",
" [ 81 556]\n",
" [ 75 496]\n",
" [ 64 412]\n",
" [ 53 324]\n",
" [ 40 320]]\n",
"(12, 2)\n"
]
}
],
"source": [
"import numpy as np\n",
"arr = np.genfromtxt(\"datasets/icecreamsales_withheader.csv\", dtype=np.int16, delimiter=',', skip_header=1)\n",
"print(\"data:\\n\", arr)\n",
"print(arr.shape)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "81592e18",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "c2a7e537",
"metadata": {},
"source": [
"**Example 5:** If the file has comments in the beginning, in between or at the end, you will get an error. To handle this, you need to pass the appropriate character that is used for start of comment to the comment argument"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "75b7aa28",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# This is comment\r",
"\r\n",
"37,292\r",
"\r\n",
"40,228 #This is comment\r",
"\r\n",
"49,324\r",
"\r\n",
"61,376\r",
"\r\n",
"72,440\r\n",
"# This is another comment\r",
"\r\n",
"79,496\r",
"\r\n",
"83,536\r",
"\r\n",
"81,556\r",
"\r\n",
"75,496\r",
"\r\n",
"64,412\r",
"\r\n",
"53,324\r",
"\r\n",
"40,320\r\n",
"#This is comment"
]
}
],
"source": [
"! cat datasets/icecreamsales_withcomments.csv"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "3e848054",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data:\n",
" [[ 37 292]\n",
" [ 40 228]\n",
" [ 49 324]\n",
" [ 61 376]\n",
" [ 72 440]\n",
" [ 79 496]\n",
" [ 83 536]\n",
" [ 81 556]\n",
" [ 75 496]\n",
" [ 64 412]\n",
" [ 53 324]\n",
" [ 40 320]]\n",
"(12, 2)\n"
]
}
],
"source": [
"arr = np.genfromtxt(\"datasets/icecreamsales_withcomments.csv\", dtype=np.int16, delimiter=',', comments='#')\n",
"print(\"data:\\n\", arr)\n",
"print(arr.shape)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c803d473",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "5b90198c",
"metadata": {},
"source": [
"## 2. Writing Data into Files\n",
"The `np.savetxt()` is used to save a NumPy array to a text file.\n",
"```\n",
"np.savetxt(fname, arr, fmt='%.18e', delimiter=' ', newline='\\n', header='', footer='', comments='#')\n",
"\n",
"```\n",
"\n",
" - `fname`: If the filename ends in `.gz`, the file is automatically saved in compressed gzip format.\n",
" - `arr`: 1-D or 2-D array to be saved to a text file.\n",
" - `fmt`: str or sequence of strs, optional.\n",
" - `delimiter`: String or character separating columns (default is space).\n",
" - `newline`: String or character separating lines (default is newline).\n",
" - `header`: A String that will be written at the beginning of the file (default is none).\n",
" - `footer`: A String that will be written at the end of the file (Default is none).\n",
" - `comments`: A string that will be prepended to the `header` and `footer` strings, to mark them comments.\n",
" \n",
">- The `np.save()` saves an array to a binary file in NumPy .npy format\n",
">- The `np.savez()` saves several arrays into an uncompressed .npz archive\n",
">- The `np.savez_compressed()` save several arrays into a compressed .npz archive"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "acf01c1b",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "076c3735",
"metadata": {},
"source": [
"**Example 1:** Create a NumPy array and then save it as a text file (space separated numbers in each row). Finally verify by reading the file contents into a numPy array"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "45c14919",
"metadata": {},
"outputs": [],
"source": [
"arr1 = np.array([[1.5, 2.3, 3.7], [4.0, 5.2, 6.8],[7.1, 8.4, 9.3]])\n",
"np.savetxt('datasets/myarr.txt', arr1, fmt='%.2f')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "d5e88238",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.50 2.30 3.70\r\n",
"4.00 5.20 6.80\r\n",
"7.10 8.40 9.30\r\n"
]
}
],
"source": [
"!cat datasets/myarr.txt"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "f1b85bb1",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1.5, 2.3, 3.7],\n",
" [4. , 5.2, 6.8],\n",
" [7.1, 8.4, 9.3]])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"arr2 = np.genfromtxt(\"datasets/myarr.txt\")\n",
"arr2"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "84dd44af",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "5cd32692",
"metadata": {},
"source": [
"**Example 2:** Create a NumPy array and then save it as a csv file. Finally verify by reading the file contents into a numPy array"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "0e425f13",
"metadata": {},
"outputs": [],
"source": [
"arr1 = np.array([[1.5, 2.3, 3.7], [4.0, 5.2, 6.8],[7.1, 8.4, 9.3]])\n",
"np.savetxt('datasets/myarr.csv', arr1, fmt='%.2f', delimiter=',')"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "1807ab86",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.50,2.30,3.70\r\n",
"4.00,5.20,6.80\r\n",
"7.10,8.40,9.30\r\n"
]
}
],
"source": [
"! cat datasets/myarr.csv"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "73cb0b42",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[1.5, 2.3],\n",
" [4. , 5.2],\n",
" [7.1, 8.4]])"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"arr2 = np.genfromtxt(\"datasets/myarr.csv\", usecols=[0, 1], delimiter=',')\n",
"arr2"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "36118b43",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "a7270177",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "6a26824e",
"metadata": {},
"source": [
"## 3. Bonus # 1\n",
"Visit `https://gist.github.com/arifpucit` and get the URL of public `climate.csv` file from this public GitHub gist, which contains 10,000 climate measurements (temperature, rainfall & humidity) in the following format: \n",
"\n",
"```\n",
"temperature,rainfall,humidity\n",
"25.00,76.00,99.00\n",
"39.00,65.00,70.00\n",
"59.00,45.00,77.00\n",
"84.00,63.00,38.00\n",
"66.00,50.00,52.00\n",
"41.00,94.00,77.00\n",
"91.00,57.00,96.00\n",
"49.00,96.00,99.00\n",
"67.00,20.00,28.00\n",
"...\n",
"```\n",
"\n",
"Download the file and then read its data and compute the average of temperature, rainfall, and humidity values"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d375b38b",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "830844c3",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "f968121c",
"metadata": {},
"source": [
"- The `urllib.request.urlretrieve(url, filename=None)` method is used to retrieve a remote file into a temporary location on disk.\n",
"- Let us download `climate.csv` above mentioned github gist"
]
},
{
"cell_type": "markdown",
"id": "f5e9c98b",
"metadata": {},
"source": [
">**The `urllib.request.urlopen()`, may return a URLError saying `SSL: CERTIFICATE_VERIFY_FAILED`. To handle this error set the `_create_default_https_context` attribute of `ssl` to `_create_unverified_context`**"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "8a75db5e",
"metadata": {},
"outputs": [],
"source": [
"import ssl\n",
"ssl._create_default_https_context = ssl._create_unverified_context"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "599acc0f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('datasets/climate.csv', )"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import urllib\n",
"#Get the raw data url from your github gist account of a csv file named climate.csv\n",
"myurl = 'https://gist.githubusercontent.com/arifpucit/6e2d95002460db296506ec6f0cfb7008/raw/dae54a4e20d34e4b9622333fcccf04c441a250b7/climate.csv'\n",
"\n",
"# Pass the url string and the path, where to save the file on local disk\n",
"urllib.request.urlretrieve(myurl, 'datasets/climate.csv')\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "cb8c446e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"temperature,rainfall,humidity\r\n",
"25.00,76.00,99.00\r\n",
"39.00,65.00,70.00\r\n",
"59.00,45.00,77.00\r\n",
"84.00,63.00,38.00\r\n",
"66.00,50.00,52.00\r\n",
"41.00,94.00,77.00\r\n",
"91.00,57.00,96.00\r\n",
"49.00,96.00,99.00\r\n",
"67.00,20.00,28.00\r\n",
"85.00,31.00,95.00\r\n",
"78.00,46.00,34.00\r\n",
"31.00,40.00,63.00\r\n",
"52.00,77.00,85.00\r\n",
"28.00,66.00,77.00\r\n",
"32.00,50.00,57.00\r\n",
"31.00,79.00,53.00\r\n",
"45.00,76.00,48.00\r\n",
"80.00,52.00,27.00\r\n",
"24.00,45.00,90.00\r\n",
"20.00,89.00,84.00\r\n",
"32.00,20.00,96.00\r\n",
"56.00,44.00,74.00\r\n",
"93.00,70.00,80.00\r\n",
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"89.00,22.00,73.00\r",
"\r\n",
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"87.00,52.00,78.00\r\n",
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"75.00,20.00,80.00\r\n",
"84.00,37.00,68.00\r\n",
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"53.00,31.00,44.00\r\n",
"31.00,40.00,74.00\r\n",
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"94.00,67.00,78.00\r\n",
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"74.00,98.00,53.00\r\n",
"39.00,96.00,55.00\r\n",
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"41.00,79.00,33.00\r\n",
"76.00,80.00,89.00\r\n",
"93.00,97.00,83.00\r\n",
"61.00,27.00,66.00\r\n",
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"65.00,31.00,53.00\r\n",
"36.00,72.00,28.00\r\n",
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"47.00,48.00,100.00\r\n",
"36.00,82.00,91.00\r\n",
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"40.00,69.00,82.00\r\n",
"68.00,48.00,64.00\r\n",
"22.00,22.00,28.00\r\n",
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"32.00,98.00,70.00\r\n",
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"84.00,52.00,75.00\r\n",
"98.00,59.00,76.00\r\n",
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"97.00,87.00,72.00\r\n",
"59.00,84.00,65.00\r\n",
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"71.00,95.00,51.00\r\n",
"67.00,46.00,41.00\r\n",
"51.00,62.00,76.00\r\n",
"25.00,42.00,68.00\r\n",
"56.00,28.00,66.00\r\n",
"40.00,39.00,83.00\r\n",
"70.00,26.00,76.00\r\n",
"72.00,46.00,79.00\r\n",
"80.00,72.00,65.00\r\n",
"98.00,20.00,26.00\r\n",
"76.00,53.00,71.00\r\n",
"30.00,31.00,97.00\r\n",
"54.00,51.00,87.00\r\n",
"39.00,34.00,71.00\r\n",
"100.00,89.00,57.00\r\n",
"30.00,37.00,52.00\r\n",
"29.00,100.00,63.00\r\n",
"100.00,37.00,26.00\r\n",
"35.00,93.00,31.00\r\n",
"80.00,35.00,96.00\r\n",
"77.00,35.00,65.00\r\n",
"30.00,42.00,84.00\r\n",
"86.00,88.00,94.00\r\n",
"26.00,48.00,73.00\r\n",
"69.00,51.00,48.00\r\n",
"87.00,64.00,21.00\r\n",
"69.00,53.00,77.00\r\n",
"53.00,73.00,72.00\r\n",
"41.00,82.00,28.00\r\n",
"61.00,27.00,95.00\r\n",
"33.00,91.00,92.00\r\n",
"34.00,57.00,33.00\r\n",
"97.00,60.00,21.00\r\n",
"66.00,22.00,45.00\r\n",
"40.00,54.00,30.00\r\n",
"55.00,47.00,28.00\r\n",
"21.00,55.00,53.00\r\n",
"37.00,68.00,37.00\r\n",
"46.00,39.00,22.00\r\n",
"27.00,43.00,28.00\r\n",
"23.00,26.00,75.00\r\n",
"27.00,89.00,24.00\r\n",
"20.00,87.00,56.00\r\n",
"86.00,59.00,61.00\r\n",
"80.00,50.00,20.00\r\n",
"70.00,35.00,97.00\r\n",
"33.00,40.00,54.00\r\n",
"90.00,54.00,67.00\r\n",
"76.00,92.00,51.00\r\n",
"87.00,85.00,65.00\r\n",
"24.00,64.00,78.00\r\n",
"24.00,48.00,43.00\r\n",
"65.00,28.00,36.00\r\n",
"25.00,69.00,64.00\r\n",
"82.00,50.00,25.00\r\n",
"39.00,23.00,58.00\r\n",
"25.00,42.00,91.00\r\n",
"46.00,31.00,52.00\r",
"\r\n",
"93.00,23.00,37.00\r\n",
"92.00,87.00,74.00\r\n",
"43.00,80.00,62.00\r\n",
"29.00,52.00,28.00\r\n",
"99.00,85.00,33.00\r\n",
"44.00,85.00,75.00\r\n",
"94.00,75.00,27.00\r\n",
"90.00,80.00,29.00\r\n",
"36.00,89.00,97.00\r\n",
"29.00,83.00,30.00\r\n",
"74.00,53.00,29.00\r\n",
"71.00,68.00,32.00\r\n",
"85.00,25.00,42.00\r\n",
"44.00,23.00,66.00\r\n",
"75.00,31.00,86.00\r\n",
"100.00,31.00,69.00\r\n",
"20.00,59.00,46.00\r\n",
"70.00,82.00,38.00\r\n",
"23.00,74.00,83.00\r\n",
"68.00,51.00,61.00\r\n",
"63.00,77.00,49.00\r\n",
"94.00,29.00,33.00\r\n",
"74.00,24.00,32.00\r\n",
"81.00,50.00,21.00\r\n",
"89.00,32.00,28.00\r\n",
"39.00,67.00,100.00\r\n",
"99.00,79.00,70.00\r\n",
"98.00,88.00,66.00\r\n",
"36.00,100.00,91.00\r\n",
"59.00,57.00,40.00\r\n",
"41.00,53.00,75.00\r\n",
"31.00,71.00,84.00\r\n",
"71.00,47.00,78.00\r\n",
"97.00,47.00,51.00\r\n",
"25.00,74.00,73.00\r\n",
"32.00,40.00,48.00\r\n",
"48.00,87.00,84.00\r\n",
"71.00,41.00,62.00\r\n",
"64.00,81.00,91.00\r\n",
"70.00,87.00,53.00\r\n",
"29.00,41.00,78.00\r\n",
"69.00,40.00,44.00\r\n",
"41.00,54.00,41.00\r\n",
"57.00,84.00,21.00\r\n",
"23.00,46.00,81.00\r\n",
"48.00,49.00,53.00\r\n",
"34.00,39.00,66.00\r\n",
"63.00,100.00,24.00\r\n",
"93.00,71.00,36.00\r\n",
"82.00,48.00,22.00\r\n",
"94.00,65.00,79.00\r\n",
"75.00,73.00,49.00\r\n",
"56.00,95.00,62.00\r\n",
"38.00,20.00,56.00\r\n",
"59.00,20.00,96.00\r\n",
"43.00,23.00,56.00\r\n",
"46.00,26.00,38.00\r\n",
"45.00,78.00,58.00\r\n",
"50.00,32.00,72.00\r\n",
"59.00,76.00,22.00\r\n",
"95.00,63.00,75.00\r\n",
"35.00,46.00,78.00\r\n",
"92.00,31.00,94.00\r\n",
"35.00,84.00,98.00\r\n",
"83.00,57.00,83.00\r\n",
"88.00,57.00,95.00\r\n",
"91.00,30.00,70.00\r\n",
"68.00,86.00,33.00\r\n",
"58.00,91.00,39.00\r\n",
"65.00,77.00,83.00\r\n",
"78.00,80.00,54.00\r\n",
"52.00,84.00,43.00\r\n",
"41.00,87.00,31.00\r\n",
"85.00,36.00,47.00\r\n",
"90.00,72.00,58.00\r\n",
"33.00,41.00,42.00\r\n",
"38.00,46.00,95.00\r\n",
"51.00,50.00,52.00\r\n",
"92.00,21.00,27.00\r\n",
"48.00,61.00,86.00\r\n",
"83.00,69.00,99.00\r\n",
"68.00,45.00,64.00\r\n",
"49.00,41.00,33.00\r\n",
"100.00,23.00,86.00\r\n",
"87.00,43.00,38.00\r\n",
"38.00,32.00,57.00\r\n",
"90.00,95.00,69.00\r\n",
"38.00,78.00,32.00\r\n",
"45.00,70.00,88.00\r\n",
"52.00,93.00,55.00\r\n",
"73.00,93.00,97.00\r\n",
"65.00,83.00,58.00\r\n",
"50.00,84.00,52.00\r\n",
"37.00,73.00,89.00\r\n",
"70.00,96.00,78.00\r\n",
"25.00,23.00,70.00\r\n",
"43.00,56.00,27.00\r\n",
"59.00,71.00,90.00\r\n",
"52.00,74.00,22.00\r\n",
"96.00,20.00,67.00\r\n",
"29.00,99.00,36.00\r\n",
"96.00,43.00,99.00\r\n",
"20.00,100.00,90.00\r\n",
"94.00,60.00,56.00\r\n",
"34.00,77.00,64.00\r\n",
"38.00,45.00,95.00\r\n",
"85.00,85.00,33.00\r\n",
"33.00,59.00,38.00\r\n",
"27.00,67.00,73.00\r\n",
"22.00,31.00,77.00\r\n",
"89.00,97.00,93.00\r\n",
"85.00,98.00,25.00\r\n",
"72.00,42.00,60.00\r\n",
"78.00,85.00,76.00\r\n",
"83.00,40.00,79.00\r\n",
"40.00,59.00,95.00\r\n",
"78.00,59.00,90.00\r\n",
"46.00,50.00,75.00\r\n",
"29.00,72.00,94.00\r\n",
"56.00,67.00,51.00\r\n",
"27.00,92.00,64.00\r\n",
"90.00,97.00,73.00\r\n",
"47.00,58.00,40.00\r\n",
"24.00,30.00,21.00\r\n",
"54.00,66.00,39.00\r\n",
"49.00,22.00,78.00\r\n",
"70.00,50.00,39.00\r\n",
"42.00,36.00,27.00\r\n",
"54.00,100.00,60.00\r\n",
"26.00,66.00,36.00\r\n",
"32.00,40.00,59.00\r\n",
"40.00,71.00,32.00\r\n",
"97.00,38.00,73.00\r\n",
"52.00,93.00,56.00\r\n",
"20.00,96.00,69.00\r\n",
"24.00,70.00,97.00\r\n",
"30.00,38.00,89.00\r\n",
"85.00,50.00,87.00\r\n",
"65.00,89.00,82.00\r\n",
"41.00,32.00,85.00\r\n",
"58.00,40.00,67.00\r\n",
"29.00,78.00,61.00\r\n",
"38.00,21.00,66.00\r\n",
"22.00,53.00,57.00\r\n",
"41.00,44.00,27.00\r\n",
"70.00,68.00,46.00\r\n",
"24.00,29.00,72.00\r\n",
"32.00,91.00,51.00\r\n",
"37.00,76.00,91.00\r\n",
"76.00,92.00,30.00\r\n",
"71.00,25.00,36.00\r\n",
"49.00,79.00,77.00\r\n",
"37.00,87.00,39.00\r\n",
"100.00,98.00,83.00\r\n",
"78.00,66.00,25.00\r\n",
"78.00,65.00,88.00\r\n",
"92.00,60.00,83.00\r\n",
"51.00,41.00,33.00\r\n",
"92.00,49.00,41.00\r\n",
"94.00,41.00,50.00\r\n",
"79.00,33.00,91.00\r\n",
"26.00,66.00,96.00\r\n",
"50.00,98.00,61.00\r\n",
"62.00,65.00,90.00\r\n",
"80.00,78.00,26.00\r\n",
"28.00,99.00,64.00\r\n",
"50.00,30.00,35.00\r\n",
"87.00,20.00,66.00\r\n",
"62.00,62.00,77.00\r\n",
"56.00,72.00,38.00\r\n",
"56.00,50.00,79.00\r\n",
"43.00,95.00,58.00\r\n",
"58.00,74.00,48.00\r\n",
"87.00,97.00,81.00\r\n",
"76.00,49.00,93.00\r\n",
"83.00,27.00,93.00\r\n",
"58.00,98.00,84.00\r\n",
"82.00,65.00,52.00\r\n",
"59.00,82.00,53.00\r\n",
"20.00,79.00,67.00\r\n",
"84.00,80.00,74.00\r\n",
"36.00,45.00,30.00\r\n",
"41.00,96.00,91.00\r\n",
"23.00,70.00,28.00\r\n",
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"93.00,39.00,86.00\r\n",
"21.00,87.00,40.00\r\n",
"78.00,48.00,61.00\r\n",
"22.00,22.00,42.00\r\n",
"23.00,66.00,99.00\r\n",
"97.00,41.00,52.00\r\n",
"42.00,36.00,51.00\r\n",
"99.00,25.00,64.00\r\n",
"25.00,42.00,36.00\r\n",
"82.00,20.00,47.00\r\n",
"39.00,41.00,37.00\r\n",
"29.00,29.00,62.00\r\n",
"39.00,75.00,38.00\r\n",
"43.00,79.00,94.00\r\n",
"87.00,70.00,48.00\r\n",
"96.00,49.00,56.00\r\n",
"54.00,42.00,46.00\r\n",
"52.00,64.00,25.00\r\n",
"84.00,98.00,30.00\r\n",
"39.00,59.00,71.00\r\n",
"26.00,26.00,64.00\r\n",
"95.00,24.00,43.00\r\n",
"78.00,45.00,51.00\r\n",
"30.00,31.00,88.00\r\n",
"95.00,69.00,30.00\r\n",
"33.00,85.00,58.00\r\n",
"20.00,97.00,34.00\r\n",
"74.00,57.00,55.00\r\n",
"67.00,65.00,38.00\r\n",
"36.00,80.00,78.00\r\n",
"98.00,59.00,46.00\r\n",
"32.00,64.00,89.00\r\n",
"48.00,22.00,26.00\r\n",
"44.00,20.00,37.00\r\n",
"37.00,72.00,58.00\r\n",
"26.00,75.00,55.00\r\n",
"23.00,72.00,49.00\r\n",
"82.00,46.00,59.00\r\n",
"48.00,42.00,48.00\r\n",
"52.00,78.00,27.00\r\n",
"49.00,73.00,36.00\r\n",
"82.00,32.00,42.00\r\n",
"77.00,77.00,89.00\r\n",
"62.00,21.00,54.00\r\n",
"70.00,47.00,75.00\r\n",
"81.00,43.00,79.00\r\n",
"54.00,71.00,32.00\r\n",
"63.00,34.00,38.00\r\n",
"22.00,59.00,74.00\r\n",
"47.00,93.00,26.00\r\n",
"45.00,37.00,93.00\r\n",
"44.00,22.00,58.00\r\n",
"79.00,35.00,58.00\r\n",
"57.00,45.00,54.00\r\n",
"45.00,99.00,47.00\r\n",
"60.00,90.00,31.00\r\n",
"20.00,62.00,47.00\r\n",
"63.00,26.00,61.00\r\n",
"50.00,28.00,70.00\r\n",
"44.00,76.00,98.00\r\n",
"20.00,81.00,31.00\r\n",
"84.00,83.00,59.00\r\n",
"63.00,94.00,37.00\r\n",
"45.00,76.00,86.00\r\n",
"48.00,47.00,63.00\r\n",
"22.00,40.00,30.00\r\n",
"91.00,71.00,57.00\r\n",
"65.00,77.00,49.00\r\n",
"23.00,69.00,87.00\r\n",
"72.00,65.00,33.00\r\n",
"28.00,44.00,82.00\r\n",
"53.00,38.00,92.00\r\n",
"46.00,74.00,69.00\r\n",
"40.00,25.00,67.00\r\n",
"33.00,48.00,55.00\r\n",
"84.00,21.00,60.00\r\n",
"68.00,46.00,68.00\r\n",
"31.00,92.00,32.00\r\n",
"84.00,48.00,79.00\r\n",
"67.00,41.00,49.00\r\n",
"90.00,37.00,39.00\r\n",
"88.00,45.00,41.00\r\n",
"67.00,47.00,55.00\r\n",
"90.00,84.00,68.00\r\n",
"66.00,28.00,45.00\r\n",
"59.00,65.00,64.00\r\n",
"21.00,28.00,32.00\r\n",
"24.00,25.00,51.00\r\n",
"86.00,26.00,84.00\r\n",
"94.00,21.00,34.00\r\n",
"51.00,40.00,37.00\r\n",
"98.00,34.00,61.00\r\n",
"23.00,26.00,88.00\r\n",
"92.00,39.00,24.00\r\n",
"37.00,36.00,79.00\r\n",
"36.00,31.00,23.00\r\n",
"62.00,80.00,79.00\r\n",
"43.00,25.00,73.00\r\n",
"65.00,36.00,67.00\r\n",
"67.00,88.00,93.00\r\n",
"93.00,57.00,36.00\r\n",
"99.00,95.00,84.00\r\n",
"52.00,87.00,56.00\r\n",
"73.00,35.00,90.00\r\n",
"33.00,87.00,47.00\r\n",
"40.00,80.00,59.00\r\n",
"62.00,59.00,68.00\r\n",
"40.00,71.00,28.00\r\n",
"90.00,39.00,92.00\r\n",
"31.00,43.00,45.00\r\n",
"79.00,23.00,74.00\r\n",
"44.00,69.00,76.00\r\n",
"20.00,60.00,20.00\r\n",
"29.00,40.00,26.00\r\n",
"85.00,97.00,99.00\r\n",
"90.00,25.00,26.00\r\n",
"51.00,71.00,41.00\r\n",
"94.00,35.00,87.00\r\n",
"86.00,99.00,78.00\r\n",
"49.00,37.00,94.00\r\n",
"72.00,40.00,56.00\r\n",
"74.00,97.00,82.00\r\n",
"35.00,73.00,22.00\r\n",
"40.00,81.00,66.00\r\n",
"39.00,66.00,36.00\r\n",
"74.00,73.00,100.00\r\n",
"62.00,40.00,87.00\r\n",
"89.00,20.00,83.00\r\n",
"29.00,83.00,58.00\r\n",
"98.00,22.00,24.00\r\n",
"96.00,80.00,63.00\r\n",
"46.00,74.00,58.00\r\n",
"40.00,97.00,77.00\r\n",
"89.00,49.00,100.00\r\n",
"20.00,52.00,50.00\r\n",
"83.00,57.00,42.00\r\n",
"30.00,29.00,54.00\r\n",
"34.00,57.00,92.00\r\n",
"44.00,87.00,52.00\r\n",
"27.00,33.00,64.00\r\n",
"78.00,54.00,66.00\r\n",
"71.00,92.00,78.00\r\n",
"60.00,54.00,69.00\r\n",
"58.00,68.00,31.00\r\n",
"30.00,30.00,23.00\r\n",
"43.00,34.00,46.00\r\n",
"50.00,71.00,90.00\r\n",
"58.00,51.00,67.00\r\n",
"75.00,78.00,94.00\r\n",
"41.00,91.00,40.00\r\n",
"20.00,39.00,64.00\r\n",
"98.00,45.00,33.00\r\n",
"43.00,24.00,97.00\r\n",
"88.00,32.00,33.00\r\n",
"46.00,29.00,34.00\r\n",
"85.00,83.00,77.00\r\n",
"21.00,60.00,95.00\r\n",
"45.00,64.00,30.00\r\n",
"76.00,40.00,24.00\r\n",
"70.00,63.00,58.00\r\n",
"34.00,78.00,64.00\r\n",
"66.00,60.00,81.00\r\n",
"31.00,81.00,85.00\r\n",
"58.00,55.00,61.00\r\n",
"40.00,71.00,100.00\r\n",
"30.00,23.00,97.00\r\n",
"26.00,86.00,36.00\r\n",
"95.00,51.00,70.00\r\n",
"97.00,56.00,78.00\r\n",
"27.00,28.00,29.00\r\n",
"89.00,99.00,31.00\r\n",
"74.00,81.00,43.00\r\n",
"27.00,33.00,56.00\r\n",
"46.00,50.00,33.00\r\n",
"53.00,24.00,25.00\r\n",
"54.00,96.00,37.00\r\n",
"34.00,20.00,55.00\r\n",
"33.00,38.00,54.00\r\n",
"47.00,100.00,51.00\r\n",
"42.00,41.00,72.00\r\n",
"80.00,59.00,96.00\r\n",
"37.00,34.00,100.00\r\n",
"42.00,59.00,71.00\r\n",
"39.00,25.00,45.00\r\n",
"56.00,65.00,24.00\r\n",
"21.00,87.00,84.00\r\n",
"30.00,56.00,95.00\r\n",
"84.00,52.00,53.00\r\n",
"34.00,21.00,79.00\r\n",
"65.00,25.00,99.00\r\n",
"42.00,76.00,84.00\r\n",
"55.00,97.00,83.00\r\n",
"58.00,81.00,50.00\r\n",
"83.00,75.00,22.00\r\n",
"24.00,37.00,77.00\r\n",
"31.00,42.00,98.00\r\n",
"67.00,49.00,94.00\r\n",
"97.00,42.00,89.00\r\n",
"25.00,49.00,47.00\r\n",
"26.00,76.00,77.00\r\n",
"90.00,80.00,67.00\r\n",
"88.00,100.00,42.00\r\n",
"75.00,57.00,64.00\r\n",
"80.00,70.00,38.00\r\n",
"40.00,40.00,90.00\r\n",
"95.00,80.00,35.00\r\n",
"98.00,73.00,63.00\r\n",
"52.00,70.00,63.00\r\n",
"49.00,78.00,38.00\r\n",
"34.00,42.00,54.00\r\n",
"22.00,63.00,52.00\r\n",
"86.00,45.00,34.00\r\n",
"55.00,90.00,24.00\r\n",
"59.00,27.00,99.00\r\n",
"80.00,88.00,90.00\r\n",
"51.00,93.00,60.00\r\n",
"69.00,42.00,32.00\r\n",
"59.00,74.00,38.00\r\n",
"84.00,92.00,46.00\r\n",
"49.00,65.00,84.00\r\n",
"30.00,77.00,62.00\r\n",
"94.00,28.00,53.00\r\n",
"76.00,45.00,87.00\r\n",
"100.00,49.00,42.00\r\n",
"26.00,70.00,35.00\r\n",
"37.00,61.00,98.00\r\n",
"70.00,91.00,85.00\r\n",
"29.00,56.00,51.00\r\n",
"40.00,33.00,25.00\r\n",
"42.00,61.00,82.00\r\n",
"29.00,84.00,33.00\r\n",
"72.00,56.00,35.00\r",
"\r\n",
"22.00,48.00,51.00\r\n",
"75.00,20.00,42.00\r\n",
"61.00,88.00,55.00\r\n",
"70.00,63.00,47.00\r\n",
"43.00,79.00,99.00\r\n",
"56.00,53.00,59.00\r\n",
"50.00,41.00,23.00\r\n",
"80.00,26.00,88.00\r\n",
"33.00,80.00,54.00\r\n",
"79.00,51.00,80.00\r\n",
"53.00,94.00,39.00\r\n",
"43.00,73.00,57.00\r\n",
"64.00,25.00,22.00\r\n",
"72.00,70.00,78.00\r\n",
"48.00,97.00,22.00\r\n",
"50.00,43.00,26.00\r\n",
"68.00,92.00,78.00\r\n",
"68.00,77.00,99.00\r\n",
"31.00,53.00,52.00\r\n",
"88.00,74.00,28.00\r\n",
"21.00,38.00,58.00\r\n",
"26.00,83.00,58.00\r\n",
"94.00,85.00,46.00\r\n",
"56.00,22.00,51.00\r\n",
"96.00,75.00,82.00\r\n",
"45.00,25.00,58.00\r\n",
"46.00,37.00,100.00\r\n",
"22.00,92.00,71.00\r\n",
"52.00,87.00,45.00\r\n",
"55.00,22.00,72.00\r\n",
"47.00,32.00,56.00\r\n",
"32.00,70.00,37.00\r\n",
"26.00,79.00,82.00\r\n",
"65.00,64.00,32.00\r\n",
"32.00,83.00,42.00\r\n",
"30.00,34.00,77.00\r\n",
"54.00,75.00,72.00\r\n",
"84.00,26.00,99.00\r\n",
"66.00,59.00,50.00\r\n",
"25.00,100.00,31.00\r\n",
"59.00,71.00,91.00\r\n",
"86.00,53.00,56.00\r\n",
"43.00,52.00,42.00\r\n",
"90.00,87.00,78.00\r\n",
"40.00,72.00,23.00\r\n",
"24.00,30.00,39.00\r\n",
"21.00,22.00,79.00\r\n",
"46.00,41.00,48.00\r\n",
"92.00,42.00,46.00\r\n",
"92.00,41.00,26.00\r\n",
"51.00,52.00,45.00\r\n",
"100.00,90.00,23.00\r\n",
"48.00,75.00,93.00\r\n",
"89.00,48.00,97.00\r\n",
"59.00,75.00,56.00\r\n",
"90.00,72.00,22.00\r\n",
"23.00,71.00,44.00\r\n",
"70.00,72.00,63.00\r\n",
"27.00,69.00,92.00\r\n",
"32.00,72.00,98.00\r\n",
"45.00,88.00,84.00\r\n",
"76.00,21.00,97.00\r\n",
"46.00,52.00,32.00\r\n",
"90.00,46.00,41.00\r\n",
"74.00,24.00,83.00\r\n",
"81.00,72.00,72.00\r\n",
"95.00,73.00,57.00\r\n",
"28.00,67.00,47.00\r\n",
"27.00,32.00,24.00\r\n",
"44.00,76.00,96.00\r\n",
"35.00,52.00,71.00\r\n",
"32.00,63.00,86.00\r\n",
"35.00,52.00,66.00\r\n",
"23.00,47.00,93.00\r\n",
"54.00,30.00,51.00\r\n",
"63.00,40.00,51.00\r\n",
"28.00,43.00,61.00\r\n",
"67.00,43.00,85.00\r\n",
"62.00,38.00,80.00\r\n",
"32.00,50.00,89.00\r\n",
"95.00,82.00,70.00\r\n",
"79.00,83.00,42.00\r\n",
"22.00,57.00,86.00\r\n",
"23.00,66.00,86.00\r\n",
"33.00,41.00,59.00\r\n",
"93.00,34.00,83.00\r\n",
"46.00,32.00,54.00\r\n",
"48.00,26.00,87.00\r\n",
"65.00,49.00,75.00\r\n",
"65.00,80.00,80.00\r\n",
"48.00,86.00,56.00\r\n",
"61.00,52.00,37.00\r\n",
"72.00,79.00,75.00\r\n",
"94.00,65.00,36.00\r\n",
"71.00,23.00,54.00\r\n",
"33.00,77.00,77.00\r\n",
"28.00,58.00,72.00\r\n",
"49.00,80.00,31.00\r\n",
"96.00,81.00,74.00\r\n",
"32.00,44.00,100.00\r\n",
"63.00,88.00,43.00\r\n",
"40.00,68.00,70.00\r\n",
"94.00,55.00,21.00\r\n",
"95.00,77.00,61.00\r\n",
"75.00,70.00,69.00\r",
"\r\n",
"23.00,35.00,94.00\r\n",
"66.00,52.00,40.00\r\n",
"88.00,87.00,91.00\r\n",
"28.00,40.00,98.00\r\n",
"73.00,21.00,30.00\r\n",
"88.00,59.00,63.00\r\n",
"62.00,88.00,39.00\r\n",
"23.00,86.00,59.00\r\n",
"37.00,71.00,25.00\r\n",
"41.00,20.00,41.00\r\n",
"30.00,26.00,82.00\r\n",
"48.00,88.00,33.00\r\n",
"58.00,70.00,57.00\r\n",
"76.00,31.00,84.00\r\n",
"94.00,73.00,92.00\r\n",
"69.00,43.00,72.00\r\n",
"87.00,71.00,92.00\r\n",
"68.00,56.00,45.00\r\n",
"72.00,81.00,37.00\r\n",
"23.00,44.00,96.00\r\n",
"54.00,20.00,67.00\r\n",
"78.00,50.00,43.00\r\n",
"69.00,20.00,99.00\r\n",
"80.00,64.00,39.00\r\n",
"35.00,34.00,54.00\r\n",
"24.00,43.00,82.00\r\n",
"33.00,98.00,46.00\r\n",
"97.00,69.00,88.00\r\n",
"92.00,73.00,38.00\r\n",
"83.00,76.00,74.00\r\n",
"87.00,31.00,20.00\r\n",
"96.00,77.00,30.00\r\n",
"96.00,96.00,25.00\r\n",
"85.00,81.00,55.00\r\n",
"20.00,33.00,49.00\r\n",
"46.00,70.00,31.00\r\n",
"42.00,25.00,55.00\r\n",
"59.00,40.00,89.00\r\n",
"51.00,25.00,65.00\r\n",
"57.00,81.00,20.00\r\n",
"37.00,35.00,93.00\r\n",
"90.00,70.00,82.00\r\n",
"78.00,22.00,44.00\r\n",
"93.00,99.00,74.00\r\n",
"70.00,22.00,52.00\r\n",
"45.00,84.00,88.00\r\n",
"30.00,35.00,56.00\r\n",
"56.00,85.00,90.00\r\n",
"27.00,79.00,27.00\r\n",
"83.00,25.00,52.00\r\n",
"39.00,57.00,69.00\r\n",
"92.00,43.00,58.00\r\n",
"81.00,22.00,100.00\r\n",
"30.00,74.00,85.00\r\n",
"37.00,61.00,64.00\r\n",
"26.00,41.00,96.00\r\n",
"86.00,98.00,35.00\r\n",
"37.00,61.00,65.00\r\n",
"75.00,20.00,58.00\r\n",
"58.00,45.00,32.00\r\n",
"37.00,77.00,65.00\r\n",
"87.00,71.00,73.00\r\n",
"37.00,48.00,74.00\r\n",
"70.00,84.00,51.00\r\n",
"98.00,96.00,30.00\r\n",
"68.00,59.00,74.00\r\n",
"49.00,81.00,28.00\r\n",
"44.00,27.00,27.00\r\n",
"38.00,46.00,21.00\r\n",
"68.00,75.00,33.00\r\n",
"29.00,91.00,68.00\r\n",
"36.00,70.00,60.00\r\n",
"71.00,28.00,74.00\r\n",
"32.00,28.00,56.00\r\n",
"70.00,20.00,91.00\r\n",
"56.00,84.00,43.00\r\n",
"34.00,66.00,92.00\r\n",
"46.00,77.00,65.00\r\n",
"100.00,52.00,71.00\r\n",
"80.00,24.00,71.00\r\n",
"36.00,82.00,38.00\r\n",
"37.00,97.00,68.00\r\n",
"63.00,23.00,69.00\r\n",
"62.00,43.00,43.00\r\n",
"62.00,67.00,90.00\r\n",
"100.00,67.00,100.00\r\n",
"98.00,46.00,79.00\r\n",
"74.00,93.00,74.00\r\n",
"20.00,24.00,57.00\r\n",
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"98.00,44.00,90.00\r\n",
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"76.00,54.00,51.00\r\n",
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"44.00,60.00,72.00\r\n",
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"70.00,35.00,91.00\r\n",
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"48.00,85.00,56.00\r\n",
"21.00,96.00,64.00\r",
"\r\n",
"39.00,37.00,42.00\r\n",
"61.00,96.00,31.00\r\n",
"99.00,97.00,70.00\r\n",
"57.00,50.00,59.00\r\n",
"50.00,46.00,42.00\r\n",
"40.00,50.00,23.00\r\n",
"22.00,37.00,83.00\r\n",
"29.00,54.00,86.00\r\n",
"76.00,59.00,29.00\r\n",
"59.00,84.00,69.00\r\n",
"49.00,58.00,71.00\r\n",
"50.00,61.00,76.00\r\n",
"27.00,60.00,52.00\r\n",
"20.00,55.00,26.00\r\n",
"21.00,94.00,88.00\r\n",
"91.00,59.00,73.00\r\n",
"20.00,55.00,57.00\r\n",
"37.00,50.00,85.00\r\n",
"50.00,43.00,56.00\r\n",
"90.00,78.00,86.00\r\n",
"56.00,86.00,92.00\r\n",
"69.00,22.00,57.00\r\n",
"88.00,87.00,87.00\r\n",
"49.00,72.00,47.00\r\n",
"60.00,42.00,41.00\r\n",
"44.00,59.00,78.00\r\n",
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"94.00,44.00,76.00\r\n",
"38.00,69.00,81.00\r\n",
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"22.00,95.00,51.00\r\n",
"46.00,93.00,74.00\r\n",
"89.00,45.00,75.00\r\n",
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"72.00,76.00,73.00\r\n",
"92.00,48.00,57.00\r\n",
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"27.00,82.00,46.00\r\n",
"58.00,48.00,34.00\r\n",
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"76.00,28.00,71.00\r\n",
"61.00,53.00,90.00\r\n",
"84.00,90.00,99.00\r\n",
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"43.00,58.00,38.00\r\n",
"66.00,85.00,61.00\r\n",
"81.00,72.00,36.00\r\n",
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"58.00,44.00,76.00\r\n",
"57.00,75.00,54.00\r\n",
"75.00,86.00,84.00\r\n",
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"70.00,21.00,31.00\r\n",
"28.00,44.00,65.00\r\n",
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"81.00,81.00,29.00\r\n",
"71.00,27.00,46.00\r\n",
"60.00,94.00,91.00\r\n",
"39.00,76.00,90.00\r\n",
"93.00,63.00,72.00\r\n",
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"67.00,92.00,84.00\r\n",
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"48.00,88.00,75.00\r\n",
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"50.00,37.00,83.00\r\n",
"88.00,21.00,58.00\r\n",
"42.00,31.00,85.00\r\n",
"89.00,55.00,68.00\r\n",
"38.00,72.00,75.00\r\n",
"63.00,32.00,94.00\r\n",
"99.00,86.00,73.00\r\n",
"99.00,44.00,70.00\r\n",
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"37.00,93.00,73.00\r\n",
"20.00,45.00,92.00\r\n",
"80.00,27.00,33.00\r\n",
"75.00,28.00,64.00\r\n",
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"29.00,26.00,87.00\r\n",
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"70.00,84.00,71.00\r\n",
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"94.00,93.00,52.00\r\n",
"65.00,98.00,36.00\r\n",
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"72.00,32.00,60.00\r\n",
"57.00,99.00,92.00\r\n",
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"76.00,39.00,24.00\r\n",
"99.00,30.00,53.00\r\n",
"61.00,80.00,83.00\r\n",
"72.00,92.00,42.00\r\n",
"48.00,56.00,34.00\r\n",
"66.00,50.00,84.00\r\n",
"64.00,35.00,62.00\r\n",
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"55.00,23.00,49.00\r\n",
"70.00,88.00,87.00\r\n",
"91.00,52.00,78.00\r\n",
"52.00,75.00,60.00\r\n",
"22.00,24.00,33.00\r\n",
"99.00,60.00,74.00\r\n",
"72.00,30.00,89.00\r\n",
"42.00,26.00,81.00\r\n",
"89.00,37.00,56.00\r\n",
"36.00,67.00,39.00\r\n",
"51.00,96.00,80.00\r\n",
"70.00,21.00,37.00\r\n",
"36.00,33.00,31.00\r\n",
"87.00,94.00,34.00\r\n",
"21.00,28.00,66.00\r\n",
"68.00,44.00,27.00\r\n",
"50.00,40.00,20.00\r\n",
"30.00,90.00,24.00\r\n",
"65.00,41.00,90.00\r\n",
"22.00,92.00,91.00\r\n",
"51.00,78.00,20.00\r\n",
"26.00,49.00,100.00\r\n",
"48.00,39.00,29.00\r\n",
"75.00,88.00,56.00\r\n",
"29.00,36.00,77.00\r\n",
"38.00,66.00,46.00\r\n",
"51.00,88.00,38.00\r\n",
"39.00,40.00,26.00\r\n",
"48.00,68.00,50.00\r\n",
"30.00,100.00,64.00\r\n",
"85.00,37.00,25.00\r\n",
"61.00,81.00,92.00\r\n",
"88.00,96.00,73.00\r\n",
"72.00,43.00,58.00\r\n",
"39.00,41.00,65.00\r\n",
"66.00,48.00,52.00\r\n",
"40.00,60.00,59.00\r\n",
"96.00,22.00,80.00\r\n",
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"55.00,30.00,48.00\r\n",
"83.00,45.00,41.00\r\n",
"45.00,43.00,24.00\r\n",
"20.00,51.00,91.00\r\n",
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"33.00,100.00,73.00\r\n",
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"71.00,21.00,85.00\r\n",
"77.00,98.00,27.00\r\n",
"87.00,82.00,34.00\r\n",
"96.00,53.00,45.00\r\n",
"41.00,64.00,45.00\r\n",
"99.00,76.00,94.00\r\n",
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"43.00,62.00,42.00\r\n",
"97.00,83.00,44.00\r\n",
"76.00,66.00,88.00\r\n",
"67.00,75.00,42.00\r\n",
"79.00,91.00,91.00\r\n",
"93.00,28.00,24.00\r\n",
"34.00,91.00,64.00\r\n",
"71.00,35.00,72.00\r\n",
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"73.00,58.00,29.00\r\n",
"52.00,21.00,71.00\r\n",
"56.00,61.00,26.00\r\n",
"88.00,92.00,49.00\r\n",
"39.00,59.00,92.00\r\n",
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"40.00,47.00,84.00\r\n",
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"91.00,33.00,89.00\r\n",
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"91.00,43.00,94.00\r\n",
"37.00,63.00,34.00\r\n",
"37.00,83.00,72.00\r\n",
"63.00,71.00,55.00\r\n",
"97.00,35.00,80.00\r\n",
"53.00,36.00,48.00\r\n",
"29.00,34.00,60.00\r\n",
"49.00,99.00,35.00\r\n",
"34.00,28.00,73.00\r\n",
"72.00,83.00,62.00\r\n",
"56.00,61.00,31.00\r\n",
"88.00,58.00,95.00\r\n",
"56.00,49.00,35.00\r\n",
"65.00,45.00,23.00\r\n",
"44.00,73.00,28.00\r\n",
"54.00,79.00,55.00\r\n",
"72.00,61.00,64.00\r\n",
"91.00,55.00,63.00\r\n",
"57.00,89.00,74.00\r\n",
"80.00,51.00,42.00\r\n",
"75.00,89.00,63.00\r\n",
"80.00,68.00,82.00\r\n",
"54.00,76.00,82.00\r\n",
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"55.00,22.00,71.00\r\n",
"62.00,40.00,80.00\r\n",
"36.00,27.00,27.00\r\n",
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"53.00,60.00,96.00\r\n",
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"93.00,38.00,49.00\r\n",
"91.00,63.00,92.00\r\n",
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"49.00,33.00,51.00\r\n",
"62.00,73.00,82.00\r\n",
"84.00,40.00,80.00\r\n",
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"88.00,81.00,45.00\r\n",
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"53.00,40.00,100.00\r\n",
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"29.00,41.00,53.00\r\n",
"79.00,61.00,21.00\r\n",
"85.00,38.00,56.00\r\n",
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"86.00,31.00,68.00\r\n",
"86.00,82.00,57.00\r\n",
"92.00,84.00,72.00\r\n",
"37.00,40.00,66.00\r\n",
"88.00,74.00,79.00\r\n",
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"86.00,67.00,68.00\r\n",
"83.00,51.00,52.00\r\n",
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"88.00,88.00,75.00\r\n",
"35.00,85.00,39.00\r\n",
"95.00,24.00,86.00\r\n",
"64.00,37.00,44.00\r\n",
"22.00,97.00,22.00\r\n",
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"53.00,58.00,54.00\r\n",
"33.00,93.00,64.00\r\n",
"80.00,92.00,84.00\r\n",
"25.00,28.00,77.00\r\n",
"96.00,68.00,89.00\r\n",
"96.00,38.00,45.00\r\n",
"42.00,94.00,90.00\r\n",
"100.00,27.00,78.00\r\n",
"83.00,60.00,73.00\r\n",
"25.00,63.00,66.00\r\n",
"68.00,76.00,46.00\r\n",
"69.00,53.00,21.00\r\n",
"23.00,34.00,75.00\r\n",
"85.00,74.00,47.00\r\n",
"30.00,33.00,88.00\r\n",
"37.00,74.00,39.00\r\n",
"59.00,28.00,91.00\r\n",
"72.00,81.00,65.00\r\n",
"93.00,53.00,98.00\r\n",
"52.00,73.00,65.00\r\n",
"36.00,58.00,41.00\r\n",
"57.00,66.00,32.00\r\n",
"60.00,28.00,23.00\r\n",
"96.00,46.00,38.00\r\n",
"60.00,54.00,63.00\r\n",
"31.00,60.00,54.00\r\n",
"76.00,27.00,20.00\r\n",
"67.00,38.00,84.00\r\n",
"59.00,61.00,59.00\r\n",
"27.00,42.00,84.00\r\n",
"79.00,36.00,85.00\r\n",
"45.00,50.00,94.00\r\n",
"40.00,35.00,30.00\r\n",
"63.00,91.00,90.00\r\n",
"57.00,67.00,38.00\r\n",
"65.00,74.00,66.00\r\n",
"31.00,23.00,38.00\r\n",
"100.00,85.00,51.00\r\n",
"51.00,67.00,86.00\r\n",
"41.00,86.00,48.00\r\n",
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"28.00,82.00,64.00\r\n",
"75.00,88.00,27.00\r\n",
"70.00,25.00,92.00\r\n",
"44.00,63.00,97.00\r\n",
"78.00,21.00,95.00\r\n",
"99.00,27.00,42.00\r\n",
"66.00,35.00,21.00\r\n",
"98.00,60.00,72.00\r\n",
"47.00,33.00,85.00\r\n",
"72.00,25.00,55.00\r\n",
"97.00,50.00,80.00\r\n",
"51.00,32.00,57.00\r\n",
"75.00,41.00,97.00\r\n",
"40.00,71.00,79.00\r\n",
"52.00,61.00,24.00\r\n",
"72.00,34.00,61.00\r\n",
"39.00,94.00,84.00\r\n",
"100.00,34.00,64.00\r\n",
"78.00,98.00,32.00\r\n",
"91.00,62.00,48.00\r\n",
"41.00,30.00,98.00\r\n",
"51.00,24.00,85.00\r\n",
"52.00,39.00,25.00\r\n",
"38.00,49.00,69.00\r\n",
"68.00,63.00,70.00\r\n",
"20.00,35.00,100.00\r\n",
"31.00,36.00,78.00\r\n",
"29.00,32.00,87.00\r\n",
"26.00,31.00,25.00\r\n",
"77.00,46.00,38.00\r\n",
"33.00,82.00,65.00\r\n",
"61.00,77.00,62.00\r\n",
"55.00,77.00,97.00\r\n",
"82.00,23.00,87.00\r\n",
"28.00,48.00,27.00\r\n",
"71.00,44.00,74.00\r\n",
"36.00,55.00,75.00\r\n",
"92.00,66.00,23.00\r\n",
"36.00,84.00,31.00\r\n",
"97.00,69.00,34.00\r\n",
"65.00,59.00,61.00\r\n",
"36.00,67.00,82.00\r\n",
"86.00,35.00,20.00\r\n",
"66.00,29.00,68.00\r\n",
"33.00,67.00,35.00\r\n",
"33.00,63.00,86.00\r\n",
"45.00,47.00,63.00\r\n",
"94.00,57.00,89.00\r\n",
"51.00,21.00,73.00\r\n",
"60.00,57.00,51.00\r\n",
"24.00,36.00,35.00\r\n",
"75.00,48.00,55.00\r\n",
"46.00,38.00,50.00\r\n",
"54.00,93.00,67.00\r\n",
"28.00,71.00,44.00\r\n",
"22.00,37.00,47.00\r\n",
"35.00,56.00,42.00\r\n",
"69.00,24.00,83.00\r\n",
"23.00,100.00,27.00\r\n",
"98.00,27.00,25.00\r\n",
"61.00,63.00,36.00\r\n",
"97.00,79.00,38.00\r\n",
"88.00,60.00,63.00\r\n",
"77.00,49.00,100.00\r\n",
"25.00,24.00,27.00\r\n",
"66.00,51.00,52.00\r\n",
"49.00,47.00,77.00\r\n",
"66.00,37.00,51.00\r\n",
"24.00,68.00,31.00\r\n",
"52.00,27.00,90.00\r\n",
"20.00,55.00,66.00\r\n",
"44.00,84.00,78.00\r\n",
"82.00,56.00,48.00\r\n",
"77.00,47.00,68.00\r\n",
"56.00,55.00,89.00\r\n",
"99.00,93.00,52.00\r\n",
"35.00,52.00,47.00\r\n",
"100.00,51.00,76.00\r\n",
"64.00,33.00,84.00\r\n",
"52.00,91.00,50.00\r\n",
"59.00,45.00,99.00\r\n",
"90.00,87.00,100.00\r\n",
"31.00,85.00,53.00\r\n",
"78.00,36.00,75.00\r\n",
"53.00,34.00,45.00\r\n",
"73.00,98.00,71.00\r\n",
"26.00,85.00,64.00\r\n",
"52.00,32.00,73.00\r\n",
"76.00,33.00,60.00\r\n",
"98.00,100.00,50.00\r\n",
"30.00,38.00,54.00\r\n",
"69.00,43.00,70.00\r\n",
"84.00,78.00,40.00\r\n",
"72.00,49.00,60.00\r\n",
"78.00,30.00,53.00\r\n",
"97.00,82.00,94.00\r\n",
"74.00,60.00,47.00\r\n",
"48.00,54.00,50.00\r\n",
"94.00,98.00,61.00\r\n",
"36.00,51.00,80.00\r\n",
"75.00,30.00,45.00\r\n",
"60.00,35.00,32.00\r\n",
"96.00,83.00,40.00\r\n",
"95.00,72.00,31.00\r\n",
"73.00,92.00,77.00\r\n",
"60.00,21.00,83.00\r\n",
"53.00,64.00,86.00\r\n",
"88.00,26.00,34.00\r\n",
"84.00,78.00,78.00\r\n",
"35.00,46.00,39.00\r\n",
"60.00,45.00,34.00\r\n",
"32.00,90.00,74.00\r\n",
"59.00,90.00,36.00\r\n",
"39.00,31.00,28.00\r\n",
"67.00,67.00,62.00\r\n",
"54.00,54.00,24.00\r\n",
"34.00,72.00,97.00\r\n",
"42.00,41.00,21.00\r\n",
"68.00,60.00,46.00\r\n",
"42.00,100.00,75.00\r\n",
"67.00,74.00,49.00\r\n",
"67.00,40.00,88.00\r\n",
"20.00,92.00,61.00\r\n",
"21.00,79.00,23.00\r\n",
"27.00,21.00,61.00\r\n",
"88.00,52.00,95.00\r\n",
"76.00,40.00,33.00\r\n",
"62.00,95.00,56.00\r\n",
"49.00,95.00,30.00\r\n",
"82.00,57.00,45.00\r\n",
"85.00,35.00,50.00\r\n",
"22.00,24.00,99.00\r\n",
"45.00,29.00,60.00\r\n",
"31.00,50.00,29.00\r\n",
"21.00,85.00,54.00\r\n",
"32.00,72.00,70.00\r\n",
"33.00,70.00,56.00\r",
"\r\n",
"44.00,79.00,51.00\r\n",
"56.00,21.00,41.00\r\n",
"83.00,88.00,69.00\r\n",
"74.00,64.00,76.00\r\n",
"37.00,64.00,94.00\r\n",
"30.00,65.00,45.00\r\n",
"29.00,93.00,81.00\r\n",
"80.00,94.00,62.00\r\n",
"71.00,25.00,23.00\r\n",
"87.00,79.00,65.00\r\n",
"68.00,34.00,55.00\r\n",
"99.00,37.00,23.00\r\n",
"66.00,89.00,61.00\r\n",
"100.00,35.00,88.00\r\n",
"50.00,50.00,53.00\r\n",
"68.00,42.00,44.00\r\n",
"58.00,76.00,86.00\r\n",
"49.00,29.00,80.00\r\n",
"55.00,35.00,95.00\r\n",
"81.00,82.00,43.00\r\n",
"25.00,95.00,78.00\r\n",
"60.00,42.00,53.00\r\n",
"32.00,100.00,82.00\r\n",
"55.00,88.00,76.00\r\n",
"86.00,61.00,27.00\r\n",
"41.00,92.00,24.00\r\n",
"41.00,28.00,58.00\r\n",
"34.00,63.00,31.00\r\n",
"57.00,28.00,44.00\r\n",
"80.00,75.00,82.00\r\n",
"74.00,59.00,59.00\r\n",
"42.00,71.00,92.00\r\n",
"28.00,94.00,42.00\r\n",
"68.00,55.00,36.00\r\n",
"22.00,50.00,48.00\r\n",
"20.00,53.00,99.00\r\n",
"99.00,26.00,68.00\r\n",
"78.00,99.00,57.00\r\n",
"42.00,34.00,50.00\r\n",
"37.00,96.00,59.00\r\n",
"73.00,95.00,78.00\r\n",
"72.00,71.00,65.00\r\n",
"33.00,87.00,85.00\r\n",
"97.00,99.00,97.00\r\n",
"58.00,66.00,82.00\r\n",
"55.00,67.00,28.00\r\n",
"34.00,32.00,41.00\r\n",
"61.00,21.00,83.00\r\n",
"23.00,28.00,85.00\r\n",
"46.00,47.00,68.00\r\n",
"68.00,99.00,54.00\r\n",
"24.00,56.00,48.00\r\n",
"51.00,28.00,67.00\r\n",
"37.00,100.00,49.00\r\n",
"27.00,79.00,40.00\r\n",
"68.00,42.00,52.00\r\n",
"51.00,31.00,21.00\r\n",
"65.00,87.00,20.00\r\n",
"82.00,70.00,43.00\r\n",
"29.00,44.00,64.00\r\n",
"82.00,47.00,51.00\r\n",
"53.00,33.00,58.00\r\n",
"42.00,29.00,78.00\r\n",
"80.00,22.00,88.00\r\n",
"32.00,24.00,80.00\r\n",
"21.00,45.00,95.00\r\n",
"83.00,74.00,59.00\r\n",
"24.00,71.00,23.00\r\n",
"57.00,68.00,56.00\r\n",
"56.00,85.00,70.00\r\n",
"53.00,74.00,35.00\r\n",
"86.00,81.00,77.00\r\n",
"59.00,92.00,24.00\r\n",
"90.00,100.00,73.00\r\n",
"60.00,67.00,47.00\r\n",
"52.00,37.00,47.00\r\n",
"28.00,48.00,70.00\r\n",
"99.00,45.00,66.00\r\n",
"53.00,88.00,98.00\r\n",
"73.00,94.00,53.00\r\n",
"89.00,68.00,100.00\r\n",
"68.00,35.00,86.00\r\n",
"29.00,46.00,37.00\r\n",
"75.00,22.00,59.00\r\n",
"29.00,75.00,34.00\r\n",
"63.00,66.00,54.00\r\n",
"62.00,94.00,85.00\r\n",
"63.00,40.00,63.00\r\n",
"31.00,54.00,41.00\r\n",
"83.00,56.00,20.00\r\n",
"62.00,45.00,65.00\r\n",
"47.00,40.00,77.00\r\n",
"23.00,85.00,24.00\r\n",
"95.00,40.00,75.00\r\n",
"25.00,92.00,34.00\r\n",
"44.00,60.00,76.00\r\n",
"50.00,51.00,78.00\r\n",
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"62.00,63.00,78.00\r\n",
"79.00,39.00,41.00\r\n",
"42.00,25.00,100.00\r\n",
"52.00,86.00,48.00\r\n",
"88.00,55.00,32.00\r\n",
"63.00,90.00,44.00\r\n",
"99.00,47.00,86.00\r\n",
"48.00,79.00,87.00\r\n",
"100.00,64.00,66.00\r\n",
"49.00,94.00,60.00\r\n",
"78.00,64.00,69.00\r\n",
"79.00,87.00,66.00\r\n",
"77.00,20.00,35.00\r\n",
"96.00,50.00,29.00\r\n",
"35.00,38.00,49.00\r\n",
"34.00,91.00,27.00\r\n",
"95.00,32.00,21.00\r\n",
"98.00,53.00,50.00\r\n",
"38.00,97.00,76.00\r\n",
"38.00,43.00,58.00\r\n",
"90.00,96.00,66.00\r\n",
"58.00,91.00,97.00\r\n",
"74.00,42.00,52.00\r\n",
"61.00,70.00,33.00\r\n",
"68.00,44.00,78.00\r\n",
"65.00,46.00,26.00\r\n",
"56.00,80.00,91.00\r\n",
"70.00,86.00,47.00\r\n",
"21.00,83.00,36.00\r\n",
"80.00,25.00,95.00\r\n",
"32.00,44.00,99.00\r\n",
"61.00,41.00,81.00\r\n",
"70.00,54.00,53.00\r\n",
"88.00,100.00,84.00\r\n",
"49.00,60.00,69.00\r\n",
"28.00,37.00,25.00\r\n",
"64.00,23.00,97.00\r\n",
"41.00,73.00,41.00\r\n",
"50.00,66.00,47.00\r\n",
"93.00,57.00,55.00\r\n",
"37.00,89.00,62.00\r\n",
"87.00,63.00,22.00\r\n",
"68.00,22.00,63.00\r\n",
"71.00,76.00,88.00\r\n",
"40.00,68.00,33.00\r\n",
"94.00,73.00,41.00\r\n",
"44.00,54.00,76.00\r\n",
"69.00,74.00,69.00\r\n",
"28.00,68.00,78.00\r\n",
"69.00,96.00,90.00\r\n",
"34.00,80.00,40.00\r\n",
"76.00,26.00,100.00\r\n",
"20.00,64.00,68.00\r\n",
"59.00,88.00,61.00\r\n",
"49.00,28.00,70.00\r\n",
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"50.00,87.00,46.00\r\n",
"37.00,85.00,34.00\r\n",
"31.00,87.00,96.00\r\n",
"54.00,72.00,54.00\r\n",
"41.00,86.00,35.00\r\n",
"50.00,74.00,99.00\r\n",
"79.00,72.00,93.00\r\n",
"37.00,91.00,86.00\r\n",
"99.00,82.00,89.00\r\n",
"99.00,93.00,45.00\r\n",
"34.00,62.00,46.00\r\n",
"63.00,68.00,65.00\r\n",
"56.00,51.00,39.00\r\n",
"40.00,93.00,85.00\r\n",
"59.00,63.00,49.00\r\n",
"100.00,63.00,30.00\r\n",
"77.00,74.00,82.00\r\n",
"22.00,67.00,26.00\r\n",
"73.00,82.00,35.00\r\n",
"69.00,27.00,52.00\r\n",
"82.00,84.00,53.00\r\n",
"84.00,22.00,22.00\r\n",
"96.00,87.00,86.00\r\n",
"56.00,76.00,30.00\r\n",
"24.00,25.00,67.00\r\n",
"81.00,54.00,20.00\r\n",
"23.00,66.00,36.00\r\n",
"47.00,62.00,100.00\r\n",
"42.00,58.00,24.00\r\n",
"63.00,47.00,68.00\r\n",
"54.00,21.00,82.00\r\n",
"32.00,20.00,63.00\r\n",
"76.00,76.00,29.00\r\n",
"64.00,24.00,55.00\r\n",
"31.00,64.00,56.00\r\n",
"40.00,66.00,32.00\r\n",
"49.00,94.00,71.00\r\n",
"49.00,64.00,87.00\r\n",
"28.00,100.00,57.00\r\n",
"48.00,84.00,72.00\r\n",
"40.00,74.00,20.00\r\n",
"49.00,50.00,73.00\r\n",
"80.00,73.00,46.00\r\n",
"33.00,92.00,26.00\r\n",
"88.00,81.00,58.00\r\n",
"35.00,99.00,75.00\r\n",
"39.00,62.00,52.00\r\n",
"67.00,44.00,71.00\r\n",
"31.00,45.00,40.00\r\n",
"60.00,49.00,59.00\r\n",
"41.00,49.00,29.00\r\n",
"98.00,59.00,74.00\r\n",
"59.00,84.00,85.00\r\n",
"99.00,47.00,48.00\r\n",
"89.00,92.00,66.00\r\n",
"52.00,42.00,63.00\r\n",
"63.00,44.00,86.00\r\n",
"45.00,98.00,93.00\r\n",
"52.00,67.00,74.00\r\n",
"74.00,37.00,39.00\r\n",
"64.00,63.00,24.00\r\n",
"87.00,97.00,60.00\r\n",
"39.00,88.00,75.00\r\n",
"26.00,54.00,69.00\r\n",
"41.00,23.00,53.00\r\n",
"53.00,48.00,34.00\r\n",
"74.00,58.00,54.00\r\n",
"32.00,47.00,47.00\r\n",
"49.00,35.00,26.00\r\n",
"97.00,46.00,47.00\r\n",
"35.00,33.00,89.00\r\n",
"25.00,99.00,57.00\r\n",
"89.00,37.00,56.00\r\n",
"43.00,37.00,24.00\r\n",
"48.00,43.00,40.00\r\n",
"27.00,92.00,69.00\r\n",
"58.00,84.00,81.00\r\n",
"70.00,100.00,84.00\r\n",
"40.00,29.00,68.00\r\n",
"97.00,38.00,84.00\r\n",
"87.00,39.00,84.00\r\n",
"39.00,38.00,84.00\r\n",
"70.00,56.00,37.00\r\n",
"91.00,65.00,50.00\r\n",
"91.00,56.00,55.00\r\n",
"45.00,49.00,49.00\r\n",
"94.00,26.00,66.00\r\n",
"25.00,62.00,28.00\r\n",
"40.00,93.00,96.00\r\n",
"40.00,76.00,32.00\r\n",
"78.00,42.00,87.00\r\n",
"83.00,78.00,59.00\r\n",
"74.00,91.00,65.00\r\n",
"21.00,99.00,24.00\r\n",
"78.00,25.00,29.00\r\n",
"82.00,97.00,22.00\r\n",
"74.00,99.00,40.00\r\n",
"54.00,28.00,60.00\r\n",
"72.00,92.00,38.00\r\n",
"34.00,78.00,98.00\r\n",
"42.00,27.00,23.00\r\n",
"48.00,32.00,66.00\r\n",
"98.00,86.00,86.00\r\n",
"75.00,70.00,68.00\r\n",
"87.00,34.00,95.00\r\n",
"53.00,65.00,73.00\r\n",
"84.00,61.00,70.00\r\n",
"31.00,28.00,65.00\r\n",
"31.00,73.00,69.00\r\n",
"55.00,83.00,82.00\r\n",
"46.00,55.00,37.00\r\n",
"51.00,98.00,73.00\r\n",
"88.00,80.00,46.00\r\n",
"54.00,69.00,31.00\r\n",
"91.00,56.00,99.00\r\n",
"67.00,41.00,21.00\r\n",
"55.00,42.00,46.00\r\n",
"77.00,97.00,31.00\r\n",
"41.00,55.00,28.00\r\n",
"74.00,78.00,66.00\r\n",
"81.00,91.00,35.00\r\n",
"53.00,86.00,56.00\r\n",
"44.00,82.00,72.00\r\n",
"72.00,41.00,45.00\r\n",
"23.00,30.00,55.00\r\n",
"98.00,98.00,35.00\r\n",
"73.00,27.00,77.00\r\n",
"45.00,25.00,90.00\r\n",
"58.00,48.00,42.00\r\n",
"77.00,90.00,72.00\r\n",
"52.00,46.00,78.00\r\n",
"42.00,93.00,49.00\r\n",
"93.00,74.00,66.00\r\n",
"62.00,76.00,25.00\r\n",
"31.00,62.00,24.00\r\n",
"33.00,23.00,49.00\r\n",
"77.00,31.00,50.00\r\n",
"91.00,76.00,33.00\r\n",
"27.00,87.00,41.00\r\n",
"97.00,72.00,98.00\r\n",
"75.00,79.00,21.00\r\n",
"30.00,86.00,54.00\r\n",
"34.00,72.00,91.00\r\n",
"61.00,32.00,39.00\r\n",
"31.00,86.00,22.00\r\n",
"91.00,58.00,84.00\r\n",
"90.00,41.00,100.00\r\n",
"93.00,56.00,45.00\r\n",
"52.00,91.00,93.00\r\n",
"72.00,53.00,49.00\r\n",
"66.00,98.00,82.00\r\n",
"24.00,68.00,46.00\r\n",
"33.00,69.00,31.00\r\n",
"69.00,67.00,69.00\r\n",
"58.00,90.00,63.00\r\n",
"75.00,87.00,37.00\r\n",
"73.00,30.00,59.00\r\n",
"81.00,41.00,74.00\r\n",
"95.00,98.00,72.00\r\n",
"74.00,85.00,41.00\r\n",
"40.00,70.00,85.00\r",
"\r\n",
"84.00,36.00,89.00\r\n",
"60.00,64.00,67.00\r\n",
"81.00,40.00,94.00\r\n",
"65.00,75.00,32.00\r\n",
"92.00,57.00,34.00\r\n",
"98.00,55.00,77.00\r\n",
"86.00,79.00,70.00\r\n",
"98.00,23.00,75.00\r\n",
"100.00,36.00,64.00\r\n",
"46.00,35.00,64.00\r\n",
"100.00,82.00,39.00\r\n",
"55.00,29.00,65.00\r\n",
"95.00,50.00,50.00\r\n",
"74.00,65.00,75.00\r\n",
"83.00,51.00,83.00\r\n",
"92.00,87.00,89.00\r\n",
"70.00,52.00,98.00\r\n",
"83.00,44.00,36.00\r\n",
"40.00,58.00,66.00\r\n",
"41.00,87.00,64.00\r\n",
"27.00,20.00,69.00\r\n",
"49.00,23.00,20.00\r\n",
"32.00,27.00,97.00\r\n",
"58.00,25.00,86.00\r\n",
"58.00,64.00,72.00\r\n",
"61.00,80.00,48.00\r\n",
"55.00,29.00,75.00\r\n",
"86.00,68.00,24.00\r\n",
"59.00,70.00,73.00\r\n",
"22.00,92.00,31.00\r\n",
"57.00,25.00,45.00\r\n",
"70.00,27.00,59.00\r\n",
"87.00,42.00,46.00\r\n",
"98.00,60.00,20.00\r\n",
"69.00,54.00,63.00\r\n",
"67.00,43.00,100.00\r\n",
"69.00,46.00,100.00\r\n",
"52.00,26.00,98.00\r\n",
"57.00,22.00,32.00\r\n",
"87.00,67.00,25.00\r\n",
"81.00,56.00,91.00\r\n",
"20.00,76.00,37.00\r\n",
"98.00,92.00,76.00\r\n",
"42.00,90.00,45.00\r\n",
"99.00,84.00,76.00\r\n",
"33.00,97.00,55.00\r\n",
"20.00,55.00,38.00\r\n",
"20.00,54.00,87.00\r\n",
"60.00,83.00,23.00\r\n",
"92.00,52.00,68.00\r\n",
"64.00,96.00,23.00\r\n",
"56.00,97.00,29.00\r\n",
"42.00,20.00,92.00\r\n",
"89.00,68.00,85.00\r\n",
"40.00,45.00,64.00\r\n",
"51.00,52.00,95.00\r\n",
"26.00,79.00,57.00\r\n",
"41.00,89.00,23.00\r\n",
"20.00,42.00,84.00\r\n",
"35.00,82.00,87.00\r\n",
"32.00,84.00,90.00\r\n",
"46.00,79.00,98.00\r\n",
"55.00,75.00,77.00\r\n",
"22.00,32.00,32.00\r\n",
"41.00,30.00,78.00\r\n",
"85.00,51.00,24.00\r\n",
"67.00,66.00,26.00\r\n",
"32.00,80.00,83.00\r\n",
"90.00,58.00,71.00\r\n",
"27.00,81.00,56.00\r\n",
"23.00,88.00,52.00\r\n",
"93.00,63.00,79.00\r\n",
"96.00,44.00,44.00\r\n",
"63.00,77.00,59.00\r\n",
"52.00,78.00,42.00\r\n",
"37.00,29.00,42.00\r\n",
"42.00,55.00,89.00\r\n",
"68.00,88.00,58.00\r\n",
"69.00,52.00,26.00\r\n",
"97.00,87.00,81.00\r\n",
"74.00,45.00,46.00\r\n",
"59.00,42.00,45.00\r\n",
"80.00,85.00,24.00\r\n",
"100.00,61.00,53.00\r\n",
"67.00,40.00,91.00\r\n",
"69.00,85.00,55.00\r\n",
"25.00,24.00,88.00\r\n",
"42.00,87.00,26.00\r\n",
"79.00,88.00,49.00\r\n",
"75.00,24.00,70.00\r\n",
"74.00,99.00,87.00\r\n",
"72.00,72.00,32.00\r\n",
"33.00,36.00,75.00\r\n",
"38.00,56.00,48.00\r\n",
"58.00,83.00,37.00\r\n",
"62.00,38.00,91.00\r\n",
"66.00,78.00,24.00\r\n",
"97.00,62.00,51.00\r\n",
"97.00,56.00,63.00\r\n",
"41.00,34.00,89.00\r\n",
"69.00,44.00,36.00\r\n",
"42.00,49.00,80.00\r\n",
"63.00,37.00,93.00\r\n",
"72.00,66.00,59.00\r\n",
"58.00,51.00,67.00\r\n",
"30.00,62.00,51.00\r\n",
"42.00,73.00,40.00\r\n",
"68.00,100.00,45.00\r\n",
"85.00,51.00,38.00\r\n",
"44.00,37.00,72.00\r\n",
"22.00,84.00,89.00\r\n",
"32.00,58.00,46.00\r\n",
"99.00,78.00,80.00\r\n",
"37.00,93.00,57.00\r\n",
"49.00,98.00,84.00\r\n",
"69.00,97.00,23.00\r\n",
"33.00,25.00,98.00\r\n",
"63.00,96.00,99.00\r\n",
"78.00,48.00,90.00\r\n",
"20.00,56.00,68.00\r\n",
"92.00,44.00,45.00\r\n",
"71.00,64.00,44.00\r\n",
"21.00,93.00,33.00\r\n",
"100.00,46.00,78.00\r\n",
"89.00,66.00,60.00\r\n",
"81.00,90.00,74.00\r\n",
"75.00,70.00,52.00\r\n",
"65.00,45.00,27.00\r\n",
"94.00,84.00,40.00\r\n",
"59.00,60.00,23.00\r\n",
"69.00,90.00,65.00\r\n",
"80.00,32.00,31.00\r\n",
"71.00,50.00,59.00\r\n",
"62.00,34.00,76.00\r\n",
"38.00,94.00,57.00\r\n",
"82.00,22.00,24.00\r\n",
"90.00,52.00,81.00\r\n",
"86.00,40.00,43.00\r\n",
"86.00,54.00,39.00\r\n",
"39.00,94.00,94.00\r\n",
"93.00,46.00,89.00\r\n",
"90.00,91.00,73.00\r\n",
"86.00,44.00,32.00\r\n",
"50.00,93.00,57.00\r\n",
"32.00,54.00,44.00\r\n",
"96.00,36.00,24.00\r\n",
"69.00,45.00,48.00\r\n",
"83.00,80.00,88.00\r\n",
"45.00,38.00,31.00\r\n",
"30.00,70.00,42.00\r\n",
"98.00,20.00,84.00\r\n",
"31.00,54.00,44.00\r\n",
"42.00,61.00,22.00\r\n",
"84.00,29.00,67.00\r\n",
"38.00,29.00,56.00\r\n",
"79.00,51.00,44.00\r\n",
"45.00,59.00,37.00\r\n",
"62.00,50.00,67.00\r\n",
"44.00,88.00,35.00\r\n",
"71.00,69.00,52.00\r\n",
"63.00,81.00,28.00\r\n",
"100.00,69.00,71.00\r\n",
"91.00,47.00,38.00\r\n",
"65.00,92.00,84.00\r\n",
"40.00,79.00,57.00\r\n",
"72.00,68.00,23.00\r\n",
"38.00,43.00,72.00\r\n",
"57.00,59.00,39.00\r\n",
"68.00,83.00,38.00\r\n",
"65.00,35.00,41.00\r\n",
"78.00,65.00,68.00\r\n",
"94.00,86.00,35.00\r\n",
"58.00,58.00,23.00\r\n",
"89.00,48.00,32.00\r\n",
"80.00,87.00,99.00\r\n",
"86.00,27.00,61.00\r\n",
"95.00,97.00,69.00\r\n",
"90.00,29.00,67.00\r\n",
"58.00,86.00,49.00\r\n",
"59.00,66.00,42.00\r\n",
"76.00,90.00,50.00\r\n",
"90.00,90.00,94.00\r\n",
"50.00,82.00,82.00\r\n",
"94.00,91.00,24.00\r\n",
"51.00,52.00,35.00\r\n",
"50.00,46.00,64.00\r\n",
"91.00,69.00,89.00\r\n",
"34.00,22.00,53.00\r\n",
"28.00,100.00,84.00\r\n",
"48.00,34.00,63.00\r\n",
"52.00,76.00,79.00\r\n",
"44.00,60.00,44.00\r\n",
"85.00,78.00,29.00\r\n",
"31.00,90.00,79.00\r\n",
"64.00,56.00,57.00\r\n",
"77.00,48.00,88.00\r\n",
"24.00,21.00,75.00\r\n",
"20.00,95.00,28.00\r\n",
"26.00,94.00,43.00\r\n",
"99.00,38.00,21.00\r\n",
"91.00,45.00,40.00\r\n",
"92.00,35.00,94.00\r\n",
"34.00,40.00,46.00\r\n",
"34.00,61.00,76.00\r\n",
"86.00,35.00,23.00\r\n",
"92.00,22.00,56.00\r\n",
"20.00,71.00,38.00\r\n",
"22.00,56.00,57.00\r\n",
"29.00,69.00,74.00\r\n",
"83.00,35.00,57.00\r",
"\r\n",
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"94.00,59.00,32.00\r\n",
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"48.00,93.00,39.00\r\n",
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"75.00,54.00,30.00\r\n",
"55.00,42.00,82.00\r\n",
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"46.00,63.00,70.00\r\n",
"66.00,97.00,62.00\r\n",
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"23.00,60.00,63.00\r\n",
"89.00,87.00,76.00\r\n",
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"44.00,82.00,33.00\r\n",
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"53.00,57.00,86.00\r\n",
"70.00,28.00,55.00\r\n",
"68.00,82.00,48.00\r\n",
"56.00,66.00,68.00\r\n",
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"30.00,22.00,83.00\r\n",
"78.00,84.00,74.00\r\n",
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"75.00,27.00,35.00\r\n",
"28.00,46.00,64.00\r\n",
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"98.00,63.00,73.00\r\n",
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"26.00,59.00,98.00\r\n",
"97.00,83.00,72.00\r\n",
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"23.00,49.00,24.00\r\n",
"55.00,93.00,65.00\r\n",
"48.00,54.00,55.00\r\n",
"72.00,72.00,74.00\r\n",
"29.00,64.00,47.00\r\n",
"53.00,93.00,50.00\r\n",
"37.00,22.00,60.00\r\n",
"20.00,45.00,70.00\r\n",
"86.00,27.00,87.00\r\n",
"52.00,78.00,96.00\r\n",
"40.00,40.00,32.00\r\n",
"29.00,24.00,36.00\r\n",
"71.00,35.00,89.00\r\n",
"79.00,82.00,53.00\r\n",
"64.00,39.00,80.00\r\n",
"71.00,46.00,51.00\r\n",
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"81.00,24.00,95.00\r\n",
"34.00,26.00,57.00\r\n",
"28.00,30.00,30.00\r\n",
"76.00,50.00,82.00\r\n",
"95.00,21.00,87.00\r\n",
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"50.00,78.00,81.00\r\n",
"59.00,54.00,73.00\r\n",
"91.00,36.00,64.00\r\n",
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"49.00,56.00,35.00\r\n",
"33.00,50.00,79.00\r\n",
"83.00,81.00,32.00\r\n",
"79.00,77.00,27.00\r\n",
"95.00,55.00,23.00\r\n",
"44.00,22.00,80.00\r\n",
"62.00,93.00,89.00\r\n",
"33.00,74.00,42.00\r\n",
"80.00,49.00,84.00\r\n",
"45.00,83.00,86.00\r\n",
"71.00,61.00,67.00\r\n",
"67.00,89.00,23.00\r\n",
"99.00,39.00,64.00\r\n",
"74.00,90.00,82.00\r\n",
"38.00,99.00,20.00\r\n",
"73.00,100.00,97.00\r\n",
"59.00,51.00,88.00\r\n",
"79.00,38.00,39.00\r\n",
"98.00,24.00,54.00\r\n",
"24.00,37.00,68.00\r\n",
"69.00,71.00,58.00\r\n",
"57.00,23.00,75.00\r\n",
"88.00,71.00,51.00\r\n",
"87.00,63.00,64.00\r\n",
"21.00,32.00,71.00\r\n",
"84.00,28.00,49.00\r\n",
"76.00,85.00,60.00\r\n",
"65.00,61.00,40.00\r\n",
"89.00,36.00,43.00\r\n",
"31.00,60.00,85.00\r\n",
"23.00,46.00,24.00\r\n",
"57.00,91.00,86.00\r\n",
"49.00,88.00,49.00\r\n",
"44.00,45.00,49.00\r\n",
"84.00,34.00,73.00\r\n",
"65.00,79.00,98.00\r\n",
"26.00,42.00,75.00\r\n",
"95.00,34.00,34.00\r\n",
"85.00,44.00,80.00\r\n",
"56.00,26.00,88.00\r\n",
"64.00,22.00,89.00\r\n",
"65.00,40.00,100.00\r\n",
"26.00,57.00,85.00\r\n",
"56.00,81.00,64.00\r\n",
"80.00,28.00,98.00\r\n",
"86.00,62.00,92.00\r\n",
"87.00,81.00,59.00\r\n",
"78.00,78.00,38.00\r\n",
"73.00,91.00,74.00\r\n",
"44.00,35.00,75.00\r\n",
"25.00,74.00,36.00\r\n",
"71.00,20.00,83.00\r\n",
"82.00,80.00,24.00\r\n",
"77.00,93.00,88.00\r\n",
"95.00,24.00,59.00\r\n",
"46.00,40.00,60.00\r\n",
"59.00,91.00,70.00\r\n",
"77.00,37.00,47.00\r\n",
"79.00,48.00,91.00\r\n",
"91.00,83.00,35.00\r\n",
"68.00,90.00,28.00\r\n",
"47.00,64.00,97.00\r\n",
"57.00,82.00,35.00\r\n",
"21.00,51.00,21.00\r\n",
"60.00,48.00,30.00\r\n",
"98.00,75.00,33.00\r\n",
"65.00,66.00,100.00\r\n",
"83.00,34.00,82.00\r\n",
"86.00,72.00,75.00\r",
"\r\n",
"68.00,27.00,23.00\r\n",
"58.00,58.00,81.00\r\n",
"76.00,43.00,94.00\r\n",
"34.00,92.00,29.00\r\n",
"68.00,47.00,45.00\r\n",
"86.00,75.00,91.00\r\n",
"76.00,43.00,69.00\r\n",
"28.00,55.00,49.00\r\n",
"29.00,24.00,33.00\r\n",
"33.00,56.00,44.00\r\n",
"51.00,46.00,92.00\r\n",
"87.00,40.00,86.00\r\n",
"21.00,74.00,52.00\r\n",
"48.00,24.00,92.00\r\n",
"63.00,63.00,32.00\r\n",
"31.00,53.00,96.00\r\n",
"23.00,31.00,100.00\r\n",
"28.00,51.00,31.00\r\n",
"66.00,35.00,73.00\r\n",
"72.00,92.00,92.00\r\n",
"38.00,49.00,79.00\r\n",
"24.00,65.00,54.00\r\n",
"59.00,37.00,98.00\r\n",
"33.00,76.00,90.00\r\n",
"73.00,45.00,79.00\r\n",
"46.00,83.00,34.00\r\n",
"44.00,39.00,43.00\r\n",
"86.00,95.00,80.00\r\n",
"29.00,86.00,94.00\r\n",
"62.00,30.00,20.00\r\n",
"68.00,59.00,45.00\r\n",
"96.00,44.00,84.00\r\n",
"44.00,91.00,73.00\r\n",
"57.00,92.00,47.00\r\n",
"68.00,62.00,98.00\r\n",
"29.00,84.00,73.00\r\n",
"33.00,76.00,28.00\r\n",
"38.00,24.00,79.00\r\n",
"90.00,29.00,61.00\r\n",
"86.00,63.00,40.00\r\n",
"34.00,41.00,30.00\r\n",
"58.00,75.00,82.00\r\n",
"89.00,76.00,42.00\r\n",
"72.00,99.00,62.00\r\n",
"67.00,41.00,84.00\r\n",
"56.00,63.00,89.00\r\n",
"58.00,38.00,45.00\r\n",
"39.00,58.00,34.00\r\n",
"90.00,23.00,89.00\r\n",
"63.00,28.00,63.00\r\n",
"94.00,32.00,35.00\r\n",
"83.00,22.00,79.00\r\n",
"83.00,89.00,62.00\r\n",
"31.00,74.00,76.00\r\n",
"30.00,54.00,36.00\r\n",
"84.00,21.00,56.00\r\n",
"82.00,97.00,72.00\r\n",
"37.00,37.00,42.00\r\n",
"47.00,41.00,44.00\r\n",
"44.00,85.00,95.00\r\n",
"46.00,51.00,72.00\r\n",
"41.00,61.00,83.00\r\n",
"63.00,89.00,41.00\r\n",
"73.00,53.00,53.00\r\n",
"37.00,85.00,56.00\r\n",
"76.00,83.00,55.00\r\n",
"58.00,69.00,53.00\r\n",
"71.00,38.00,66.00\r\n",
"67.00,71.00,99.00\r\n",
"37.00,38.00,79.00\r\n",
"53.00,52.00,38.00\r\n",
"32.00,48.00,24.00\r\n",
"39.00,84.00,99.00\r\n",
"87.00,48.00,27.00\r\n",
"60.00,58.00,20.00\r\n",
"45.00,25.00,99.00\r\n",
"72.00,75.00,51.00\r\n",
"89.00,79.00,40.00\r\n",
"89.00,75.00,27.00\r\n",
"69.00,26.00,88.00\r\n",
"59.00,83.00,28.00\r\n",
"25.00,50.00,23.00\r\n",
"78.00,66.00,38.00\r\n",
"77.00,56.00,71.00\r\n",
"69.00,56.00,71.00\r\n",
"44.00,56.00,83.00\r\n",
"89.00,73.00,68.00\r\n",
"25.00,97.00,72.00\r\n",
"50.00,44.00,66.00\r\n",
"43.00,100.00,87.00\r\n",
"76.00,53.00,85.00\r\n",
"69.00,66.00,22.00\r\n",
"79.00,60.00,60.00\r\n",
"23.00,87.00,63.00\r\n",
"67.00,54.00,30.00\r\n",
"83.00,67.00,36.00\r\n",
"74.00,91.00,92.00\r\n",
"79.00,65.00,43.00\r\n",
"31.00,93.00,92.00\r\n",
"24.00,96.00,65.00\r\n",
"95.00,73.00,83.00\r\n",
"47.00,91.00,86.00\r\n",
"90.00,99.00,96.00\r\n",
"40.00,46.00,78.00\r\n",
"85.00,51.00,88.00\r\n",
"47.00,66.00,95.00\r\n",
"59.00,95.00,90.00\r\n",
"58.00,65.00,34.00\r\n",
"66.00,52.00,87.00\r\n",
"100.00,23.00,59.00\r\n",
"56.00,64.00,83.00\r\n",
"71.00,20.00,65.00\r\n",
"48.00,89.00,90.00\r\n",
"30.00,41.00,36.00\r\n",
"29.00,95.00,61.00\r\n",
"64.00,45.00,84.00\r\n",
"41.00,76.00,57.00\r\n",
"94.00,87.00,79.00\r\n",
"86.00,73.00,63.00\r\n",
"24.00,73.00,98.00\r\n",
"74.00,43.00,26.00\r\n",
"46.00,30.00,78.00\r\n",
"60.00,24.00,72.00\r\n",
"88.00,79.00,56.00\r\n",
"84.00,77.00,50.00\r\n",
"38.00,46.00,53.00\r\n",
"30.00,31.00,71.00\r\n",
"98.00,53.00,82.00\r\n",
"85.00,21.00,53.00\r\n",
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"37.00,71.00,94.00\r\n",
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"39.00,71.00,51.00\r\n",
"55.00,99.00,26.00\r\n",
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"98.00,73.00,65.00\r\n",
"41.00,95.00,62.00\r\n",
"37.00,56.00,93.00\r\n",
"25.00,42.00,36.00\r\n",
"89.00,90.00,82.00\r\n",
"50.00,25.00,22.00\r\n",
"91.00,54.00,51.00\r\n",
"65.00,34.00,28.00\r\n",
"92.00,40.00,78.00\r\n",
"29.00,86.00,91.00\r\n",
"94.00,47.00,56.00\r\n",
"25.00,36.00,28.00\r\n",
"77.00,95.00,95.00\r\n",
"65.00,88.00,97.00\r\n",
"38.00,45.00,77.00\r\n",
"43.00,47.00,77.00\r\n",
"57.00,56.00,38.00\r\n",
"70.00,31.00,26.00\r\n",
"21.00,36.00,41.00\r\n",
"83.00,66.00,35.00\r\n",
"69.00,49.00,63.00\r\n",
"94.00,90.00,60.00\r\n",
"74.00,83.00,69.00\r\n",
"96.00,100.00,40.00\r\n",
"55.00,38.00,55.00\r\n",
"48.00,80.00,21.00\r\n",
"34.00,25.00,99.00\r\n",
"88.00,30.00,88.00\r\n",
"90.00,69.00,66.00\r\n",
"33.00,63.00,70.00\r\n",
"97.00,44.00,40.00\r\n",
"97.00,94.00,86.00\r\n",
"94.00,79.00,35.00\r\n",
"21.00,67.00,83.00\r\n",
"73.00,68.00,76.00\r\n",
"60.00,62.00,92.00\r\n",
"90.00,42.00,49.00\r\n",
"39.00,63.00,61.00\r\n",
"75.00,73.00,71.00\r\n",
"38.00,59.00,49.00\r\n",
"80.00,47.00,60.00\r\n",
"76.00,69.00,99.00\r\n",
"53.00,40.00,67.00\r\n",
"99.00,82.00,57.00\r\n",
"89.00,75.00,24.00\r\n",
"60.00,69.00,76.00\r\n",
"84.00,61.00,98.00\r\n",
"98.00,28.00,67.00\r\n",
"39.00,92.00,36.00\r\n",
"26.00,26.00,70.00\r\n",
"66.00,91.00,37.00\r\n",
"68.00,37.00,80.00\r\n",
"79.00,93.00,36.00\r\n",
"72.00,22.00,49.00\r\n",
"98.00,46.00,94.00\r\n",
"48.00,37.00,42.00\r\n",
"58.00,25.00,68.00\r\n",
"45.00,23.00,71.00\r\n",
"61.00,50.00,88.00\r\n",
"64.00,70.00,91.00\r\n",
"28.00,92.00,33.00\r\n",
"32.00,21.00,29.00\r\n",
"77.00,98.00,82.00\r\n",
"38.00,74.00,97.00\r\n",
"78.00,42.00,42.00\r\n",
"98.00,30.00,49.00\r\n",
"77.00,32.00,67.00\r\n",
"68.00,98.00,94.00\r\n",
"37.00,73.00,98.00\r\n",
"84.00,83.00,47.00\r\n",
"97.00,73.00,93.00\r\n",
"98.00,52.00,62.00\r\n",
"72.00,91.00,25.00\r\n",
"27.00,20.00,57.00\r\n",
"31.00,21.00,87.00\r\n",
"48.00,42.00,98.00\r\n",
"91.00,70.00,38.00\r\n",
"82.00,91.00,60.00\r\n",
"70.00,37.00,99.00\r\n",
"62.00,86.00,47.00\r\n",
"96.00,79.00,60.00\r\n",
"46.00,91.00,98.00\r\n",
"84.00,97.00,68.00\r\n",
"48.00,98.00,41.00\r\n",
"60.00,83.00,38.00\r\n",
"54.00,44.00,59.00\r\n",
"31.00,20.00,86.00\r\n",
"51.00,85.00,96.00\r\n",
"35.00,20.00,63.00\r\n",
"22.00,75.00,96.00\r\n",
"63.00,75.00,37.00\r\n",
"58.00,87.00,86.00\r\n",
"26.00,43.00,94.00\r\n",
"52.00,71.00,91.00\r\n",
"87.00,44.00,67.00\r\n",
"36.00,73.00,77.00\r\n",
"62.00,69.00,46.00\r\n",
"52.00,88.00,83.00\r\n",
"46.00,90.00,20.00\r\n",
"70.00,40.00,38.00\r\n",
"65.00,94.00,67.00\r\n",
"88.00,96.00,28.00\r\n",
"61.00,37.00,56.00\r\n",
"59.00,81.00,89.00\r\n",
"83.00,81.00,48.00\r\n",
"66.00,48.00,21.00\r\n",
"47.00,37.00,59.00\r\n",
"95.00,81.00,23.00\r\n",
"58.00,22.00,56.00\r\n",
"75.00,33.00,61.00\r\n",
"84.00,71.00,99.00\r\n",
"65.00,33.00,58.00\r\n",
"38.00,22.00,36.00\r\n",
"21.00,54.00,43.00\r\n",
"84.00,84.00,100.00\r\n",
"77.00,71.00,84.00\r\n",
"98.00,73.00,40.00\r\n",
"78.00,59.00,20.00\r\n",
"75.00,50.00,84.00\r\n",
"100.00,94.00,96.00\r\n",
"64.00,21.00,73.00\r\n",
"28.00,27.00,35.00\r\n",
"24.00,86.00,69.00\r\n",
"29.00,81.00,77.00\r\n",
"80.00,59.00,80.00\r\n",
"68.00,100.00,38.00\r\n",
"64.00,86.00,88.00\r\n",
"84.00,29.00,35.00\r",
"\r\n",
"79.00,43.00,43.00\r\n",
"86.00,91.00,39.00\r\n",
"64.00,83.00,28.00\r\n",
"55.00,52.00,81.00\r\n",
"80.00,99.00,51.00\r\n",
"69.00,71.00,80.00\r\n",
"51.00,85.00,46.00\r\n",
"26.00,59.00,21.00\r\n",
"48.00,36.00,94.00\r\n",
"53.00,92.00,30.00\r\n",
"25.00,81.00,31.00\r\n",
"48.00,49.00,51.00\r\n",
"81.00,49.00,49.00\r\n",
"27.00,40.00,53.00\r\n",
"57.00,83.00,54.00\r\n",
"29.00,41.00,43.00\r\n",
"89.00,57.00,56.00\r\n",
"58.00,57.00,20.00\r\n",
"69.00,55.00,86.00\r\n",
"20.00,57.00,61.00\r\n",
"64.00,33.00,51.00\r\n",
"30.00,80.00,66.00\r\n",
"70.00,86.00,97.00\r\n",
"24.00,34.00,69.00\r\n",
"70.00,30.00,37.00\r\n",
"94.00,77.00,74.00\r\n",
"70.00,100.00,65.00\r\n",
"84.00,52.00,52.00\r\n",
"93.00,77.00,84.00\r\n",
"90.00,34.00,87.00\r\n",
"74.00,29.00,40.00\r\n",
"29.00,43.00,49.00\r\n",
"33.00,42.00,68.00\r\n",
"38.00,72.00,54.00\r\n",
"49.00,92.00,33.00\r\n",
"43.00,31.00,28.00\r\n",
"81.00,41.00,87.00\r\n",
"48.00,42.00,65.00\r\n",
"92.00,46.00,58.00\r\n",
"29.00,84.00,94.00\r\n",
"37.00,63.00,28.00\r\n",
"44.00,72.00,68.00\r\n",
"29.00,51.00,31.00\r\n",
"27.00,94.00,89.00\r\n",
"38.00,47.00,29.00\r\n",
"85.00,86.00,94.00\r\n",
"25.00,66.00,34.00\r\n",
"67.00,88.00,51.00\r\n",
"30.00,92.00,51.00\r\n",
"20.00,46.00,37.00\r\n",
"91.00,82.00,69.00\r\n",
"57.00,54.00,40.00\r\n",
"61.00,42.00,61.00\r\n",
"27.00,68.00,20.00\r\n",
"28.00,92.00,29.00\r\n",
"53.00,45.00,30.00\r\n",
"20.00,43.00,50.00\r\n",
"83.00,31.00,31.00\r\n",
"20.00,27.00,34.00\r\n",
"55.00,76.00,45.00\r\n",
"28.00,58.00,68.00\r\n",
"85.00,73.00,57.00\r\n",
"46.00,45.00,84.00\r\n",
"65.00,44.00,39.00\r\n",
"50.00,58.00,43.00\r\n",
"50.00,94.00,37.00\r\n",
"40.00,50.00,69.00\r\n",
"45.00,30.00,97.00\r\n",
"87.00,100.00,74.00\r\n",
"100.00,33.00,67.00\r\n",
"35.00,78.00,51.00\r\n",
"90.00,63.00,75.00\r\n",
"61.00,49.00,61.00\r\n",
"73.00,60.00,44.00\r\n",
"34.00,83.00,65.00\r\n",
"59.00,51.00,56.00\r\n",
"41.00,90.00,88.00\r\n",
"68.00,92.00,59.00\r\n",
"69.00,44.00,89.00\r\n",
"89.00,64.00,31.00\r\n",
"61.00,98.00,98.00\r\n",
"58.00,21.00,74.00\r\n",
"59.00,55.00,39.00\r\n",
"44.00,46.00,48.00\r\n",
"44.00,99.00,28.00\r\n",
"84.00,65.00,53.00\r\n",
"24.00,97.00,86.00\r\n",
"26.00,85.00,38.00\r\n",
"51.00,62.00,81.00\r\n",
"96.00,68.00,55.00\r\n",
"97.00,73.00,100.00\r\n",
"65.00,88.00,75.00\r\n",
"81.00,94.00,59.00\r\n",
"93.00,78.00,83.00\r\n",
"75.00,56.00,33.00\r\n",
"45.00,22.00,66.00\r\n",
"39.00,46.00,38.00\r\n",
"65.00,27.00,26.00\r\n",
"66.00,94.00,49.00\r\n",
"41.00,94.00,23.00\r\n",
"91.00,67.00,60.00\r\n",
"47.00,97.00,66.00\r\n",
"28.00,25.00,84.00\r\n",
"88.00,38.00,94.00\r\n",
"94.00,45.00,92.00\r",
"\r\n",
"48.00,88.00,61.00\r\n",
"28.00,39.00,67.00\r\n",
"26.00,43.00,47.00\r\n",
"49.00,91.00,46.00\r\n",
"87.00,42.00,85.00\r\n",
"80.00,46.00,34.00\r\n",
"20.00,61.00,43.00\r\n",
"78.00,70.00,56.00\r\n",
"90.00,44.00,93.00\r\n",
"92.00,78.00,34.00\r\n",
"78.00,50.00,62.00\r\n",
"73.00,40.00,82.00\r\n",
"51.00,83.00,42.00\r\n",
"50.00,25.00,97.00\r\n",
"62.00,71.00,91.00\r\n",
"90.00,46.00,88.00\r\n",
"23.00,29.00,54.00\r\n",
"68.00,62.00,56.00\r\n",
"75.00,76.00,74.00\r\n",
"56.00,86.00,27.00\r\n",
"65.00,34.00,44.00\r\n",
"72.00,86.00,90.00\r\n",
"98.00,37.00,60.00\r\n",
"71.00,47.00,90.00\r\n",
"69.00,55.00,24.00\r\n",
"20.00,49.00,100.00\r\n",
"47.00,28.00,82.00\r\n",
"60.00,44.00,95.00\r\n",
"90.00,39.00,73.00\r\n",
"53.00,39.00,75.00\r\n",
"31.00,51.00,95.00\r\n",
"55.00,71.00,34.00\r\n",
"72.00,48.00,81.00\r\n",
"80.00,48.00,20.00\r\n",
"22.00,100.00,28.00\r\n",
"86.00,87.00,93.00\r\n",
"39.00,68.00,56.00\r\n",
"70.00,30.00,61.00\r\n",
"98.00,100.00,60.00\r\n",
"36.00,29.00,36.00\r\n",
"77.00,38.00,79.00\r\n",
"75.00,85.00,79.00\r\n",
"36.00,36.00,35.00\r\n",
"56.00,86.00,30.00\r\n",
"65.00,21.00,82.00\r\n",
"60.00,32.00,25.00\r\n",
"60.00,67.00,24.00\r\n",
"47.00,88.00,30.00\r\n",
"24.00,71.00,71.00\r\n",
"38.00,96.00,40.00\r\n",
"99.00,33.00,51.00\r\n",
"68.00,33.00,97.00\r\n",
"82.00,48.00,55.00\r\n",
"91.00,24.00,85.00\r\n",
"83.00,98.00,72.00\r\n",
"90.00,77.00,37.00\r\n",
"88.00,53.00,46.00\r\n",
"39.00,85.00,29.00\r\n",
"64.00,71.00,89.00\r\n",
"68.00,21.00,99.00\r\n",
"39.00,88.00,50.00\r\n",
"40.00,41.00,21.00\r\n",
"59.00,61.00,33.00\r\n",
"21.00,98.00,67.00\r\n",
"71.00,58.00,88.00\r\n",
"49.00,26.00,97.00\r\n",
"85.00,76.00,37.00\r\n",
"63.00,20.00,77.00\r\n",
"84.00,85.00,79.00\r\n",
"99.00,100.00,34.00\r\n",
"99.00,20.00,100.00\r\n",
"57.00,59.00,33.00\r\n",
"97.00,42.00,83.00\r\n",
"67.00,100.00,71.00\r\n",
"59.00,48.00,37.00\r\n",
"81.00,98.00,68.00\r\n",
"76.00,36.00,97.00\r\n",
"27.00,81.00,83.00\r\n",
"65.00,92.00,81.00\r\n",
"46.00,65.00,30.00\r\n",
"35.00,44.00,47.00\r\n",
"70.00,52.00,92.00\r\n",
"50.00,57.00,76.00\r\n",
"62.00,90.00,53.00\r\n",
"31.00,85.00,71.00\r\n",
"72.00,87.00,27.00\r\n",
"31.00,82.00,91.00\r\n",
"97.00,48.00,45.00\r\n",
"49.00,46.00,57.00\r\n",
"98.00,61.00,87.00\r\n",
"89.00,75.00,34.00\r\n",
"82.00,22.00,84.00\r\n",
"80.00,40.00,61.00\r\n",
"58.00,92.00,61.00\r\n",
"48.00,48.00,87.00\r\n",
"58.00,48.00,74.00\r\n",
"45.00,54.00,90.00\r\n",
"91.00,53.00,55.00\r\n",
"92.00,51.00,28.00\r\n",
"27.00,42.00,24.00\r\n",
"84.00,88.00,48.00\r\n",
"84.00,55.00,50.00\r\n",
"44.00,25.00,82.00\r\n",
"78.00,48.00,32.00\r\n",
"31.00,41.00,53.00\r\n",
"37.00,35.00,91.00\r\n",
"58.00,76.00,48.00\r\n",
"26.00,48.00,40.00\r\n",
"55.00,32.00,24.00\r\n",
"70.00,66.00,68.00\r\n",
"35.00,99.00,69.00\r\n",
"52.00,90.00,42.00\r\n",
"29.00,29.00,89.00\r\n",
"81.00,52.00,83.00\r\n",
"50.00,63.00,85.00\r\n",
"90.00,92.00,97.00\r\n",
"63.00,70.00,72.00\r\n",
"66.00,65.00,88.00\r\n",
"57.00,55.00,95.00\r\n",
"83.00,95.00,70.00\r\n",
"71.00,38.00,42.00\r\n",
"73.00,51.00,93.00\r\n",
"41.00,30.00,52.00\r\n",
"52.00,50.00,100.00\r\n",
"27.00,86.00,72.00\r\n",
"50.00,46.00,27.00\r\n",
"26.00,55.00,49.00\r\n",
"20.00,32.00,68.00\r\n",
"69.00,88.00,38.00\r\n",
"44.00,26.00,56.00\r\n",
"85.00,82.00,56.00\r\n",
"48.00,47.00,53.00\r\n",
"100.00,46.00,44.00\r\n",
"61.00,88.00,96.00\r\n",
"23.00,57.00,99.00\r\n",
"43.00,90.00,99.00\r\n",
"84.00,91.00,24.00\r\n",
"100.00,44.00,23.00\r\n",
"56.00,62.00,84.00\r\n",
"88.00,27.00,59.00\r\n",
"24.00,86.00,82.00\r\n",
"87.00,21.00,38.00\r\n",
"42.00,38.00,85.00\r\n",
"26.00,45.00,22.00\r\n",
"40.00,22.00,32.00\r\n",
"77.00,69.00,54.00\r\n",
"62.00,21.00,85.00\r\n",
"49.00,92.00,82.00\r\n",
"84.00,66.00,72.00\r\n",
"41.00,77.00,87.00\r\n",
"77.00,37.00,71.00\r\n",
"88.00,72.00,72.00\r\n",
"34.00,79.00,57.00\r\n",
"40.00,20.00,61.00\r\n",
"27.00,21.00,50.00\r\n",
"25.00,75.00,39.00\r\n",
"72.00,33.00,40.00\r\n",
"36.00,23.00,22.00\r\n",
"23.00,42.00,54.00\r\n",
"67.00,93.00,48.00\r\n",
"68.00,92.00,33.00\r\n",
"21.00,90.00,94.00\r\n",
"98.00,52.00,66.00\r\n",
"38.00,77.00,43.00\r\n",
"98.00,100.00,55.00\r\n",
"66.00,56.00,66.00\r\n",
"72.00,36.00,33.00\r\n",
"91.00,27.00,43.00\r\n",
"91.00,30.00,81.00\r\n",
"36.00,68.00,72.00\r\n",
"74.00,24.00,86.00\r\n",
"41.00,49.00,24.00\r\n",
"68.00,20.00,84.00\r\n",
"92.00,63.00,88.00\r\n",
"50.00,99.00,21.00\r\n",
"25.00,96.00,86.00\r\n",
"49.00,34.00,65.00\r\n",
"45.00,74.00,51.00\r\n",
"81.00,49.00,76.00\r\n",
"40.00,91.00,28.00\r\n",
"91.00,90.00,84.00\r\n",
"43.00,75.00,26.00\r\n",
"88.00,87.00,43.00\r\n",
"28.00,47.00,26.00\r\n",
"41.00,25.00,38.00\r\n",
"76.00,98.00,55.00\r\n",
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"20.00,64.00,64.00\r\n",
"37.00,73.00,69.00\r\n",
"71.00,84.00,44.00\r\n",
"76.00,69.00,44.00\r\n",
"88.00,85.00,76.00\r\n",
"31.00,35.00,60.00\r\n",
"50.00,26.00,98.00\r\n",
"51.00,84.00,31.00\r\n",
"84.00,52.00,92.00\r\n",
"32.00,39.00,81.00\r\n",
"87.00,24.00,54.00\r\n",
"24.00,100.00,77.00\r\n",
"20.00,80.00,81.00\r\n",
"37.00,80.00,90.00\r\n",
"74.00,98.00,100.00\r\n",
"24.00,54.00,22.00\r\n",
"90.00,89.00,43.00\r\n",
"93.00,43.00,44.00\r\n",
"84.00,36.00,64.00\r\n",
"91.00,77.00,82.00\r\n",
"67.00,60.00,45.00\r\n",
"26.00,47.00,72.00\r\n",
"83.00,86.00,42.00\r\n",
"31.00,78.00,39.00\r\n",
"66.00,34.00,71.00\r\n",
"29.00,85.00,44.00\r\n",
"52.00,100.00,71.00\r\n",
"39.00,69.00,47.00\r\n",
"71.00,42.00,41.00\r\n",
"49.00,42.00,40.00\r\n",
"37.00,35.00,72.00\r\n",
"95.00,100.00,37.00\r\n",
"100.00,25.00,50.00\r\n",
"84.00,46.00,64.00\r\n",
"80.00,71.00,70.00\r\n",
"38.00,99.00,96.00\r\n",
"65.00,70.00,35.00\r\n",
"94.00,64.00,46.00\r\n",
"87.00,70.00,74.00\r\n",
"78.00,87.00,96.00\r\n",
"51.00,94.00,69.00\r\n",
"22.00,58.00,46.00\r\n",
"32.00,34.00,35.00\r\n",
"94.00,57.00,65.00\r\n",
"72.00,65.00,34.00\r\n",
"28.00,29.00,24.00\r\n",
"73.00,40.00,79.00\r\n",
"57.00,98.00,61.00\r\n",
"81.00,64.00,49.00\r\n",
"23.00,38.00,40.00\r\n",
"51.00,66.00,33.00\r\n",
"43.00,71.00,21.00\r\n",
"70.00,93.00,68.00\r\n",
"41.00,35.00,36.00\r\n",
"25.00,46.00,86.00\r\n",
"43.00,81.00,35.00\r\n",
"28.00,90.00,85.00\r\n",
"35.00,58.00,94.00\r\n",
"55.00,35.00,70.00\r\n",
"84.00,80.00,71.00\r\n",
"35.00,81.00,92.00\r\n",
"65.00,71.00,59.00\r\n",
"38.00,91.00,60.00\r\n",
"37.00,48.00,30.00\r\n",
"23.00,62.00,69.00\r\n",
"37.00,43.00,26.00\r\n",
"100.00,36.00,38.00\r\n",
"89.00,61.00,69.00\r\n",
"69.00,94.00,100.00\r\n",
"67.00,93.00,71.00\r\n",
"40.00,73.00,42.00\r\n",
"71.00,78.00,57.00\r\n",
"95.00,68.00,35.00\r\n",
"75.00,100.00,75.00\r\n",
"24.00,41.00,97.00\r\n",
"46.00,99.00,32.00\r\n",
"71.00,26.00,91.00\r\n",
"61.00,42.00,74.00\r\n",
"81.00,53.00,86.00\r\n",
"30.00,37.00,98.00\r\n",
"50.00,38.00,92.00\r\n",
"35.00,83.00,37.00\r\n",
"36.00,32.00,54.00\r\n",
"64.00,44.00,29.00\r\n",
"62.00,49.00,67.00\r\n",
"98.00,98.00,78.00\r\n",
"56.00,57.00,35.00\r\n",
"31.00,91.00,23.00\r\n",
"74.00,26.00,92.00\r\n",
"54.00,25.00,57.00\r\n",
"52.00,39.00,20.00\r\n",
"85.00,84.00,29.00\r\n",
"83.00,91.00,59.00\r\n",
"42.00,23.00,34.00\r\n",
"50.00,51.00,66.00\r\n",
"24.00,81.00,56.00\r\n",
"49.00,66.00,41.00\r\n",
"64.00,91.00,65.00\r\n",
"45.00,77.00,34.00\r\n",
"76.00,79.00,93.00\r\n",
"77.00,42.00,58.00\r\n",
"72.00,69.00,35.00\r\n",
"92.00,63.00,60.00\r\n",
"32.00,88.00,30.00\r\n",
"67.00,57.00,42.00\r\n",
"73.00,60.00,78.00\r\n",
"64.00,94.00,57.00\r\n",
"82.00,44.00,35.00\r\n",
"31.00,64.00,29.00\r\n",
"70.00,48.00,52.00\r\n",
"92.00,36.00,20.00\r\n",
"43.00,24.00,68.00\r\n",
"23.00,88.00,63.00\r\n",
"51.00,66.00,69.00\r\n",
"49.00,90.00,47.00\r\n",
"80.00,72.00,98.00\r\n",
"27.00,58.00,60.00\r\n",
"99.00,62.00,58.00\r\n",
"70.00,71.00,91.00\r\n",
"92.00,39.00,76.00"
]
}
],
"source": [
"! cat datasets/climate.csv"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "fd407657",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Climate Data:\n",
" [[25. 76. 99.]\n",
" [39. 65. 70.]\n",
" [59. 45. 77.]\n",
" ...\n",
" [99. 62. 58.]\n",
" [70. 71. 91.]\n",
" [92. 39. 76.]]\n",
"(10000, 3)\n"
]
}
],
"source": [
"import numpy as np\n",
"climate_data = np.genfromtxt(\"datasets/climate.csv\", delimiter=',', skip_header=1)\n",
"print(\"Climate Data:\\n\", climate_data)\n",
"print(climate_data.shape)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "20d0c74c",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 24,
"id": "6342cbe8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([25., 39., 59., ..., 99., 70., 92.])"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Slice data of the temperature column\n",
"climate_data[:,0]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "86545bbb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([76., 65., 45., ..., 62., 71., 39.])"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Slice data of the rainfall column\n",
"climate_data[:,1]"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "2403f0e0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([99., 70., 77., ..., 58., 91., 76.])"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Slice data of the humidity column\n",
"climate_data[:,2]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a6a2bf82",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 27,
"id": "c19fb85b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean Temperature = 59.8414\n",
"Mean Rainfall = 60.1743\n",
"Mean Humidity = 60.1066\n"
]
}
],
"source": [
"# Calculate the Mean of every column\n",
"print(\"Mean Temperature = \", climate_data[:,0].mean())\n",
"print(\"Mean Rainfall = \", climate_data[:,1].mean())\n",
"print(\"Mean Humidity = \", climate_data[:,2].mean())"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a6f56885",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "6c1f9876",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "c010ee34",
"metadata": {},
"source": [
">- Let us now create a fourth column, that is the sum obtained by matrix multiplication of climate_data and their corresponding hypothetical weights."
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "cf3a5c7d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([72.2, 59.7, 65.2, ..., 71.1, 80.7, 73.4])"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"weights = np.array([0.3, 0.2, 0.5])\n",
"new_col = np.matmul(climate_data, weights)\n",
"new_col"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "34a91e3a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(10000,)"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"new_col.shape"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3d129e55",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "ff89587a",
"metadata": {},
"source": [
"Let's add the `new_col` to `climate_data` as a fourth column using the `np.concatenate`\n",
"Since we wish to add new columns, i.e., horizontally concatenate, so we pass the argument `axis=1` to `np.concatenate`. The `axis` argument specifies the dimension for concatenation."
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "2451a1c9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([[72.2],\n",
" [59.7],\n",
" [65.2],\n",
" ...,\n",
" [71.1],\n",
" [80.7],\n",
" [73.4]]),\n",
" (10000, 1))"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# First we need to reshape() the new_col to a 10000x1 matrix for concatenation\n",
"result_data = new_col.reshape(10000, 1)\n",
"result_data, result_data.shape"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "9c029f34",
"metadata": {},
"outputs": [],
"source": [
"climate_results = np.concatenate((climate_data, result_data), axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "b23178e9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[25. , 76. , 99. , 72.2],\n",
" [39. , 65. , 70. , 59.7],\n",
" [59. , 45. , 77. , 65.2],\n",
" ...,\n",
" [99. , 62. , 58. , 71.1],\n",
" [70. , 71. , 91. , 80.7],\n",
" [92. , 39. , 76. , 73.4]])"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"climate_results"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "8b24ff52",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(10000, 4)"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"climate_results.shape"
]
},
{
"cell_type": "markdown",
"id": "bd2dd41f",
"metadata": {},
"source": [
"The results are written back in the CSV format to the file `climate_results.csv`. \n",
"\n",
"```\n",
"temperature,rainfall,humidity,col4\n",
"25.00,76.00,99.00,72.20\n",
"39.00,65.00,70.00,59.70\n",
"59.00,45.00,77.00,65.20\n",
"84.00,63.00,38.00,56.80\n",
"...\n",
"```\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "953f9df4",
"metadata": {},
"source": [
">- Let's write back the resulting numPy array `climate_results` in a new file `climate_results.csv` using the `np.savetxt` method."
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "2db36782",
"metadata": {},
"outputs": [],
"source": [
"np.savetxt('datasets/climate_results.csv', \n",
" climate_results, \n",
" fmt='%.2f', \n",
" delimiter=',',\n",
" header='temperature,rainfall,humidity,col4', \n",
" comments='')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d919c85e",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "817f4dac",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 35,
"id": "34fe6e06",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"temperature,rainfall,humidity,col4\r\n",
"25.00,76.00,99.00,72.20\r\n",
"39.00,65.00,70.00,59.70\r\n",
"59.00,45.00,77.00,65.20\r\n",
"84.00,63.00,38.00,56.80\r\n",
"66.00,50.00,52.00,55.80\r\n",
"41.00,94.00,77.00,69.60\r\n",
"91.00,57.00,96.00,86.70\r\n",
"49.00,96.00,99.00,83.40\r\n",
"67.00,20.00,28.00,38.10\r\n",
"85.00,31.00,95.00,79.20\r\n",
"78.00,46.00,34.00,49.60\r\n",
"31.00,40.00,63.00,48.80\r\n",
"52.00,77.00,85.00,73.50\r\n",
"28.00,66.00,77.00,60.10\r\n",
"32.00,50.00,57.00,48.10\r\n",
"31.00,79.00,53.00,51.60\r\n",
"45.00,76.00,48.00,52.70\r\n",
"80.00,52.00,27.00,47.90\r\n",
"24.00,45.00,90.00,61.20\r\n",
"20.00,89.00,84.00,65.80\r\n",
"32.00,20.00,96.00,61.60\r\n",
"56.00,44.00,74.00,62.60\r\n",
"93.00,70.00,80.00,81.90\r\n",
"62.00,87.00,73.00,72.50\r\n",
"85.00,48.00,90.00,80.10\r\n",
"87.00,86.00,93.00,89.80\r\n",
"43.00,57.00,69.00,58.80\r\n",
"28.00,71.00,44.00,44.60\r\n",
"44.00,95.00,58.00,61.20\r\n",
"88.00,48.00,46.00,59.00\r\n",
"80.00,50.00,38.00,53.00\r\n",
"27.00,75.00,89.00,67.60\r\n",
"93.00,61.00,73.00,76.60\r\n",
"31.00,87.00,62.00,57.70\r\n",
"38.00,94.00,44.00,52.20\r\n",
"55.00,93.00,55.00,62.60\r\n",
"56.00,22.00,47.00,44.70\r\n",
"38.00,64.00,79.00,63.70\r\n",
"26.00,22.00,40.00,32.20\r\n",
"27.00,98.00,24.00,39.70\r\n",
"55.00,37.00,38.00,42.90\r\n",
"63.00,69.00,46.00,55.70\r\n",
"21.00,34.00,21.00,23.60\r\n",
"31.00,89.00,85.00,69.60\r\n",
"45.00,69.00,91.00,72.80\r\n",
"48.00,86.00,77.00,70.10\r\n",
"27.00,51.00,27.00,31.80\r\n",
"40.00,47.00,88.00,65.40\r\n",
"29.00,45.00,69.00,52.20\r\n",
"35.00,55.00,85.00,64.00\r\n",
"62.00,43.00,58.00,56.20\r\n",
"67.00,95.00,54.00,66.10\r\n",
"35.00,46.00,55.00,47.20\r\n",
"36.00,75.00,28.00,39.80\r\n",
"97.00,62.00,87.00,85.00\r\n",
"29.00,52.00,25.00,31.60\r\n",
"31.00,26.00,72.00,50.50\r\n",
"94.00,100.00,59.00,77.70\r\n",
"47.00,52.00,76.00,62.50\r\n",
"46.00,52.00,70.00,59.20\r\n",
"40.00,68.00,72.00,61.60\r\n",
"35.00,27.00,84.00,57.90\r\n",
"69.00,96.00,29.00,54.40\r\n",
"69.00,57.00,52.00,58.10\r\n",
"33.00,45.00,71.00,54.40\r\n",
"88.00,95.00,82.00,86.40\r\n",
"48.00,90.00,69.00,66.90\r\n",
"55.00,78.00,66.00,65.10\r\n",
"28.00,44.00,67.00,50.70\r\n",
"34.00,58.00,27.00,35.30\r\n",
"62.00,46.00,89.00,72.30\r\n",
"92.00,78.00,89.00,87.70\r\n",
"20.00,69.00,70.00,54.80\r\n",
"88.00,49.00,65.00,68.70\r\n",
"56.00,83.00,36.00,51.40\r\n",
"51.00,67.00,54.00,55.70\r\n",
"47.00,50.00,71.00,59.60\r\n",
"32.00,94.00,71.00,63.90\r\n",
"33.00,21.00,96.00,62.10\r\n",
"100.00,81.00,69.00,80.70\r\n",
"31.00,58.00,22.00,31.90\r\n",
"74.00,96.00,33.00,57.90\r\n",
"79.00,98.00,99.00,92.80\r\n",
"49.00,76.00,38.00,48.90\r\n",
"78.00,51.00,79.00,73.10\r\n",
"28.00,51.00,62.00,49.60\r\n",
"43.00,49.00,55.00,50.20\r\n",
"73.00,62.00,50.00,59.30\r\n",
"41.00,59.00,78.00,63.10\r\n",
"44.00,31.00,52.00,45.40\r\n",
"29.00,97.00,29.00,42.60\r\n",
"38.00,75.00,60.00,56.40\r\n",
"68.00,60.00,29.00,46.90\r\n",
"46.00,71.00,37.00,46.50\r\n",
"44.00,39.00,49.00,45.50\r\n",
"25.00,78.00,31.00,38.60\r\n",
"52.00,84.00,47.00,55.90\r\n",
"20.00,98.00,71.00,61.10\r\n",
"99.00,47.00,67.00,72.60\r\n",
"68.00,83.00,94.00,84.00\r\n",
"38.00,90.00,20.00,39.40\r\n",
"99.00,67.00,43.00,64.60\r\n",
"53.00,71.00,39.00,49.60\r\n",
"85.00,30.00,49.00,56.00\r\n",
"90.00,20.00,43.00,52.50\r\n",
"62.00,67.00,38.00,51.00\r\n",
"81.00,81.00,78.00,79.50\r\n",
"23.00,69.00,65.00,53.20\r\n",
"86.00,66.00,22.00,50.00\r\n",
"58.00,89.00,76.00,73.20\r\n",
"28.00,51.00,88.00,62.60\r\n",
"98.00,33.00,76.00,74.00\r\n",
"41.00,22.00,84.00,58.70\r\n",
"52.00,69.00,60.00,59.40\r\n",
"46.00,68.00,38.00,46.40\r\n",
"87.00,35.00,54.00,60.10\r\n",
"37.00,76.00,74.00,63.30\r\n",
"86.00,80.00,40.00,61.80\r\n",
"57.00,86.00,45.00,56.80\r\n",
"31.00,94.00,87.00,71.60\r\n",
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"86.00,45.00,100.00,84.80\r\n",
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"53.00,24.00,73.00,57.20\r\n",
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"79.00,72.00,58.00,67.10\r\n",
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"55.00,86.00,76.00,71.70\r\n",
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"36.00,87.00,59.00,57.70\r\n",
"92.00,22.00,32.00,48.00\r\n",
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"31.00,98.00,78.00,67.90\r\n",
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"43.00,59.00,61.00,55.20\r\n",
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"83.00,35.00,68.00,65.90\r\n",
"89.00,75.00,55.00,69.20\r\n",
"80.00,52.00,91.00,79.90\r\n",
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"84.00,61.00,31.00,52.90\r\n",
"72.00,46.00,45.00,53.30\r\n",
"95.00,29.00,77.00,72.80\r\n",
"81.00,36.00,28.00,45.50\r\n",
"55.00,65.00,29.00,44.00\r\n",
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"82.00,91.00,95.00,90.30\r\n",
"48.00,24.00,45.00,41.70\r\n",
"98.00,42.00,28.00,51.80\r\n",
"76.00,81.00,31.00,54.50\r\n",
"93.00,91.00,88.00,90.10\r\n",
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"73.00,48.00,64.00,63.50\r\n",
"55.00,37.00,46.00,46.90\r\n",
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"23.00,44.00,90.00,60.70\r\n",
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"76.00,79.00,25.00,51.10\r\n",
"51.00,22.00,86.00,62.70\r\n",
"25.00,77.00,78.00,61.90\r\n",
"94.00,65.00,74.00,78.20\r\n",
"39.00,32.00,29.00,32.60\r\n",
"87.00,86.00,100.00,93.30\r\n",
"51.00,70.00,29.00,43.80\r\n",
"40.00,40.00,75.00,57.50\r\n",
"37.00,55.00,69.00,56.60\r\n",
"57.00,28.00,25.00,35.20\r\n",
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"42.00,77.00,71.00,63.50\r\n",
"64.00,83.00,72.00,71.80\r\n",
"61.00,80.00,36.00,52.30\r\n",
"98.00,89.00,50.00,72.20\r\n",
"66.00,86.00,77.00,75.50\r\n",
"35.00,76.00,96.00,73.70\r\n",
"30.00,57.00,38.00,39.40\r\n",
"38.00,97.00,98.00,79.80\r\n",
"100.00,73.00,22.00,55.60\r\n",
"20.00,97.00,79.00,64.90\r\n",
"51.00,66.00,100.00,78.50\r\n",
"33.00,62.00,31.00,37.80\r\n",
"58.00,41.00,37.00,44.10\r\n",
"35.00,95.00,25.00,42.00\r\n",
"77.00,34.00,64.00,61.90\r\n",
"49.00,48.00,86.00,67.30\r\n",
"61.00,28.00,55.00,51.40\r\n",
"27.00,55.00,86.00,62.10\r\n",
"67.00,69.00,23.00,45.40\r\n",
"55.00,79.00,79.00,71.80\r\n",
"25.00,98.00,72.00,63.10\r\n",
"27.00,60.00,40.00,40.10\r\n",
"40.00,93.00,82.00,71.60\r\n",
"33.00,58.00,75.00,59.00\r\n",
"85.00,95.00,73.00,81.00\r\n",
"79.00,50.00,47.00,57.20\r\n",
"79.00,21.00,22.00,38.90\r\n",
"39.00,22.00,76.00,54.10\r\n",
"25.00,85.00,78.00,63.50\r\n",
"81.00,96.00,63.00,75.00\r\n",
"90.00,76.00,61.00,72.70\r\n",
"58.00,31.00,27.00,37.10\r\n",
"49.00,40.00,34.00,39.70\r\n",
"60.00,35.00,43.00,46.50\r\n",
"63.00,85.00,56.00,63.90\r\n",
"28.00,32.00,28.00,28.80\r\n",
"46.00,54.00,57.00,53.10\r\n",
"36.00,52.00,96.00,69.20\r\n",
"82.00,74.00,44.00,61.40\r\n",
"48.00,35.00,35.00,38.90\r\n",
"96.00,30.00,25.00,47.30\r\n",
"65.00,83.00,77.00,74.60\r\n",
"80.00,63.00,51.00,62.10\r\n",
"85.00,96.00,78.00,83.70\r\n",
"83.00,42.00,83.00,74.80\r\n",
"84.00,25.00,72.00,66.20\r\n",
"54.00,60.00,80.00,68.20\r\n",
"62.00,70.00,97.00,81.10\r\n",
"79.00,63.00,57.00,64.80\r\n",
"58.00,81.00,43.00,55.10\r\n",
"30.00,40.00,72.00,53.00\r\n",
"86.00,89.00,23.00,55.10\r\n",
"80.00,35.00,49.00,55.50\r\n",
"69.00,60.00,85.00,75.20\r\n",
"42.00,48.00,94.00,69.20\r\n",
"36.00,99.00,49.00,55.10\r\n",
"58.00,98.00,22.00,48.00\r\n",
"56.00,90.00,91.00,80.30\r\n",
"57.00,95.00,88.00,80.10\r\n",
"21.00,30.00,30.00,27.30\r\n",
"80.00,86.00,80.00,81.20\r\n",
"21.00,80.00,83.00,63.80\r\n",
"92.00,28.00,89.00,77.70\r\n",
"78.00,51.00,29.00,48.10\r\n",
"38.00,32.00,36.00,35.80\r\n",
"90.00,81.00,58.00,72.20\r\n",
"56.00,30.00,72.00,58.80\r\n",
"44.00,26.00,21.00,28.90\r\n",
"68.00,99.00,35.00,57.70\r\n",
"55.00,24.00,63.00,52.80\r\n",
"45.00,27.00,45.00,41.40\r\n",
"30.00,28.00,51.00,40.10\r\n",
"71.00,65.00,45.00,56.80\r\n",
"52.00,76.00,22.00,41.80\r\n",
"68.00,40.00,86.00,71.40\r\n",
"76.00,35.00,57.00,58.30\r\n",
"60.00,70.00,32.00,48.00\r\n",
"41.00,59.00,21.00,34.60\r\n",
"83.00,40.00,21.00,43.40\r\n",
"99.00,61.00,53.00,68.40\r\n",
"71.00,72.00,95.00,83.20\r\n",
"49.00,68.00,86.00,71.30\r\n",
"21.00,96.00,79.00,65.00\r",
"\r\n",
"47.00,31.00,51.00,45.80\r\n",
"90.00,69.00,100.00,90.80\r\n",
"34.00,71.00,26.00,37.40\r\n",
"68.00,81.00,71.00,72.10\r\n",
"22.00,33.00,64.00,45.20\r\n",
"54.00,61.00,35.00,45.90\r\n",
"67.00,41.00,45.00,50.80\r\n",
"94.00,81.00,20.00,54.40\r\n",
"91.00,99.00,66.00,80.10\r\n",
"57.00,25.00,95.00,69.60\r\n",
"38.00,66.00,65.00,57.10\r\n",
"73.00,47.00,45.00,53.80\r\n",
"83.00,52.00,54.00,62.30\r\n",
"41.00,36.00,44.00,41.50\r\n",
"88.00,82.00,27.00,56.30\r\n",
"43.00,47.00,28.00,36.30\r\n",
"23.00,24.00,94.00,58.70\r\n",
"26.00,98.00,31.00,42.90\r\n",
"81.00,44.00,24.00,45.10\r\n",
"53.00,96.00,72.00,71.10\r\n",
"30.00,84.00,91.00,71.30\r\n",
"29.00,42.00,41.00,37.60\r\n",
"61.00,27.00,66.00,56.70\r\n",
"47.00,82.00,24.00,42.50\r\n",
"25.00,63.00,98.00,69.10\r\n",
"54.00,65.00,73.00,65.70\r\n",
"54.00,79.00,71.00,67.50\r\n",
"98.00,78.00,94.00,92.00\r\n",
"35.00,41.00,53.00,45.20\r\n",
"56.00,22.00,26.00,34.20\r\n",
"86.00,30.00,99.00,81.30\r\n",
"76.00,23.00,96.00,75.40\r\n",
"64.00,90.00,80.00,77.20\r\n",
"42.00,99.00,46.00,55.40\r\n",
"47.00,66.00,31.00,42.80\r\n",
"72.00,78.00,73.00,73.70\r\n",
"34.00,33.00,99.00,66.30\r\n",
"67.00,74.00,51.00,60.40\r\n",
"64.00,94.00,35.00,55.50\r\n",
"42.00,87.00,52.00,56.00\r\n",
"89.00,81.00,74.00,79.90\r\n",
"92.00,90.00,93.00,92.10\r\n",
"86.00,64.00,99.00,88.10\r\n",
"76.00,20.00,68.00,60.80\r\n",
"95.00,69.00,42.00,63.30\r\n",
"53.00,77.00,46.00,54.30\r\n",
"45.00,34.00,83.00,61.80\r\n",
"54.00,66.00,30.00,44.40\r\n",
"36.00,34.00,25.00,30.10\r\n",
"65.00,96.00,23.00,50.20\r\n",
"78.00,93.00,95.00,89.50\r\n",
"50.00,35.00,66.00,55.00\r\n",
"94.00,35.00,67.00,68.70\r\n",
"77.00,76.00,57.00,66.80\r\n",
"95.00,61.00,66.00,73.70\r\n",
"99.00,96.00,97.00,97.40\r\n",
"20.00,28.00,37.00,30.10\r\n",
"70.00,25.00,34.00,43.00\r\n",
"20.00,74.00,57.00,49.30\r\n",
"26.00,39.00,53.00,42.10\r\n",
"65.00,74.00,93.00,80.80\r\n",
"54.00,83.00,98.00,81.80\r\n",
"26.00,25.00,88.00,56.80\r\n",
"69.00,80.00,41.00,57.20\r\n",
"41.00,75.00,93.00,73.80\r\n",
"68.00,64.00,99.00,82.70\r\n",
"88.00,66.00,90.00,84.60\r\n",
"81.00,88.00,39.00,61.40\r\n",
"65.00,34.00,32.00,42.30\r\n",
"85.00,59.00,38.00,56.30\r\n",
"34.00,83.00,67.00,60.30\r\n",
"92.00,22.00,47.00,55.50\r\n",
"92.00,59.00,78.00,78.40\r\n",
"72.00,25.00,66.00,59.60\r\n",
"94.00,68.00,25.00,54.30\r\n",
"65.00,82.00,91.00,81.40\r\n",
"65.00,96.00,48.00,62.70\r\n",
"29.00,54.00,24.00,31.50\r\n",
"68.00,52.00,60.00,60.80\r\n",
"57.00,71.00,85.00,73.80\r\n",
"72.00,95.00,52.00,66.60\r\n",
"39.00,21.00,27.00,29.40\r\n",
"39.00,54.00,37.00,41.00\r\n",
"77.00,32.00,45.00,52.00\r\n",
"89.00,88.00,45.00,66.80\r\n",
"36.00,97.00,21.00,40.70\r\n",
"26.00,78.00,46.00,46.40\r\n",
"73.00,96.00,87.00,84.60\r\n",
"23.00,45.00,72.00,51.90\r\n",
"69.00,43.00,34.00,46.30\r\n",
"85.00,55.00,96.00,84.50\r\n",
"81.00,97.00,75.00,81.20\r\n",
"68.00,72.00,85.00,77.30\r\n",
"21.00,22.00,64.00,42.70\r\n",
"50.00,22.00,95.00,66.90\r\n",
"53.00,93.00,28.00,48.50\r\n",
"85.00,100.00,32.00,61.50\r\n",
"56.00,58.00,47.00,51.90\r\n",
"42.00,61.00,44.00,46.80\r\n",
"56.00,82.00,38.00,52.20\r\n",
"96.00,43.00,59.00,66.90\r\n",
"46.00,75.00,56.00,56.80\r\n",
"76.00,21.00,71.00,62.50\r\n",
"89.00,72.00,32.00,57.10\r\n",
"45.00,72.00,90.00,72.90\r\n",
"47.00,95.00,79.00,72.60\r\n",
"98.00,50.00,31.00,54.90\r\n",
"69.00,32.00,54.00,54.10\r\n",
"49.00,32.00,59.00,50.60\r\n",
"76.00,48.00,64.00,64.40\r\n",
"76.00,51.00,62.00,64.00\r\n",
"34.00,71.00,49.00,48.90\r\n",
"71.00,34.00,83.00,69.60\r\n",
"22.00,48.00,86.00,59.20\r\n",
"84.00,78.00,73.00,77.30\r\n",
"24.00,93.00,24.00,37.80\r\n",
"37.00,81.00,82.00,68.30\r\n",
"49.00,77.00,82.00,71.10\r\n",
"88.00,72.00,97.00,89.30\r\n",
"32.00,46.00,80.00,58.80\r\n",
"82.00,85.00,63.00,73.10\r\n",
"39.00,45.00,99.00,70.20\r\n",
"37.00,92.00,26.00,42.50\r\n",
"99.00,26.00,94.00,81.90\r\n",
"60.00,85.00,29.00,49.50\r\n",
"75.00,93.00,78.00,80.10\r\n",
"34.00,40.00,42.00,39.20\r\n",
"81.00,52.00,33.00,51.20\r\n",
"70.00,44.00,91.00,75.30\r\n",
"88.00,55.00,96.00,85.40\r\n",
"42.00,51.00,25.00,35.30\r\n",
"26.00,57.00,29.00,33.70\r\n",
"74.00,68.00,70.00,70.80\r\n",
"37.00,63.00,79.00,63.20\r\n",
"48.00,73.00,22.00,40.00\r\n",
"97.00,92.00,59.00,77.00\r\n",
"99.00,62.00,96.00,90.10\r\n",
"24.00,75.00,60.00,52.20\r\n",
"52.00,80.00,36.00,49.60\r\n",
"29.00,75.00,92.00,69.70\r\n",
"47.00,39.00,74.00,58.90\r\n",
"34.00,35.00,86.00,60.20\r\n",
"52.00,51.00,25.00,38.30\r\n",
"93.00,42.00,78.00,75.30\r\n",
"81.00,100.00,45.00,66.80\r\n",
"100.00,80.00,26.00,59.00\r\n",
"63.00,48.00,61.00,59.00\r\n",
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"25.00,42.00,91.00,61.40\r\n",
"46.00,31.00,52.00,46.00\r\n",
"93.00,23.00,37.00,51.00\r\n",
"92.00,87.00,74.00,82.00\r\n",
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"99.00,85.00,33.00,63.20\r\n",
"44.00,85.00,75.00,67.70\r\n",
"94.00,75.00,27.00,56.70\r\n",
"90.00,80.00,29.00,57.50\r\n",
"36.00,89.00,97.00,77.10\r\n",
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"74.00,53.00,29.00,47.30\r\n",
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"44.00,23.00,66.00,50.80\r\n",
"75.00,31.00,86.00,71.70\r\n",
"100.00,31.00,69.00,70.70\r\n",
"20.00,59.00,46.00,40.80\r\n",
"70.00,82.00,38.00,56.40\r\n",
"23.00,74.00,83.00,63.20\r\n",
"68.00,51.00,61.00,61.10\r\n",
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"94.00,29.00,33.00,50.50\r\n",
"74.00,24.00,32.00,43.00\r\n",
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"89.00,32.00,28.00,47.10\r\n",
"39.00,67.00,100.00,75.10\r\n",
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"48.00,49.00,53.00,50.70\r\n",
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"63.00,100.00,24.00,50.90\r\n",
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"82.00,48.00,22.00,45.20\r\n",
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"75.00,73.00,49.00,61.60\r\n",
"56.00,95.00,62.00,66.80\r\n",
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"92.00,31.00,94.00,80.80\r\n",
"35.00,84.00,98.00,76.30\r\n",
"83.00,57.00,83.00,77.80\r\n",
"88.00,57.00,95.00,85.30\r\n",
"91.00,30.00,70.00,68.30\r\n",
"68.00,86.00,33.00,54.10\r\n",
"58.00,91.00,39.00,55.10\r\n",
"65.00,77.00,83.00,76.40\r\n",
"78.00,80.00,54.00,66.40\r\n",
"52.00,84.00,43.00,53.90\r\n",
"41.00,87.00,31.00,45.20\r\n",
"85.00,36.00,47.00,56.20\r\n",
"90.00,72.00,58.00,70.40\r\n",
"33.00,41.00,42.00,39.10\r\n",
"38.00,46.00,95.00,68.10\r\n",
"51.00,50.00,52.00,51.30\r\n",
"92.00,21.00,27.00,45.30\r\n",
"48.00,61.00,86.00,69.60\r\n",
"83.00,69.00,99.00,88.20\r\n",
"68.00,45.00,64.00,61.40\r\n",
"49.00,41.00,33.00,39.40\r\n",
"100.00,23.00,86.00,77.60\r\n",
"87.00,43.00,38.00,53.70\r\n",
"38.00,32.00,57.00,46.30\r\n",
"90.00,95.00,69.00,80.50\r\n",
"38.00,78.00,32.00,43.00\r\n",
"45.00,70.00,88.00,71.50\r\n",
"52.00,93.00,55.00,61.70\r\n",
"73.00,93.00,97.00,89.00\r\n",
"65.00,83.00,58.00,65.10\r\n",
"50.00,84.00,52.00,57.80\r\n",
"37.00,73.00,89.00,70.20\r\n",
"70.00,96.00,78.00,79.20\r\n",
"25.00,23.00,70.00,47.10\r\n",
"43.00,56.00,27.00,37.60\r\n",
"59.00,71.00,90.00,76.90\r\n",
"52.00,74.00,22.00,41.40\r\n",
"96.00,20.00,67.00,66.30\r\n",
"29.00,99.00,36.00,46.50\r\n",
"96.00,43.00,99.00,86.90\r\n",
"20.00,100.00,90.00,71.00\r\n",
"94.00,60.00,56.00,68.20\r\n",
"34.00,77.00,64.00,57.60\r\n",
"38.00,45.00,95.00,67.90\r\n",
"85.00,85.00,33.00,59.00\r\n",
"33.00,59.00,38.00,40.70\r\n",
"27.00,67.00,73.00,58.00\r\n",
"22.00,31.00,77.00,51.30\r\n",
"89.00,97.00,93.00,92.60\r\n",
"85.00,98.00,25.00,57.60\r\n",
"72.00,42.00,60.00,60.00\r\n",
"78.00,85.00,76.00,78.40\r\n",
"83.00,40.00,79.00,72.40\r\n",
"40.00,59.00,95.00,71.30\r\n",
"78.00,59.00,90.00,80.20\r\n",
"46.00,50.00,75.00,61.30\r\n",
"29.00,72.00,94.00,70.10\r\n",
"56.00,67.00,51.00,55.70\r\n",
"27.00,92.00,64.00,58.50\r\n",
"90.00,97.00,73.00,82.90\r\n",
"47.00,58.00,40.00,45.70\r\n",
"24.00,30.00,21.00,23.70\r\n",
"54.00,66.00,39.00,48.90\r\n",
"49.00,22.00,78.00,58.10\r\n",
"70.00,50.00,39.00,50.50\r\n",
"42.00,36.00,27.00,33.30\r\n",
"54.00,100.00,60.00,66.20\r\n",
"26.00,66.00,36.00,39.00\r\n",
"32.00,40.00,59.00,47.10\r\n",
"40.00,71.00,32.00,42.20\r\n",
"97.00,38.00,73.00,73.20\r\n",
"52.00,93.00,56.00,62.20\r\n",
"20.00,96.00,69.00,59.70\r\n",
"24.00,70.00,97.00,69.70\r\n",
"30.00,38.00,89.00,61.10\r\n",
"85.00,50.00,87.00,79.00\r\n",
"65.00,89.00,82.00,78.30\r\n",
"41.00,32.00,85.00,61.20\r\n",
"58.00,40.00,67.00,58.90\r\n",
"29.00,78.00,61.00,54.80\r\n",
"38.00,21.00,66.00,48.60\r\n",
"22.00,53.00,57.00,45.70\r\n",
"41.00,44.00,27.00,34.60\r\n",
"70.00,68.00,46.00,57.60\r\n",
"24.00,29.00,72.00,49.00\r\n",
"32.00,91.00,51.00,53.30\r\n",
"37.00,76.00,91.00,71.80\r\n",
"76.00,92.00,30.00,56.20\r\n",
"71.00,25.00,36.00,44.30\r\n",
"49.00,79.00,77.00,69.00\r\n",
"37.00,87.00,39.00,48.00\r\n",
"100.00,98.00,83.00,91.10\r\n",
"78.00,66.00,25.00,49.10\r\n",
"78.00,65.00,88.00,80.40\r\n",
"92.00,60.00,83.00,81.10\r\n",
"51.00,41.00,33.00,40.00\r\n",
"92.00,49.00,41.00,57.90\r\n",
"94.00,41.00,50.00,61.40\r\n",
"79.00,33.00,91.00,75.80\r\n",
"26.00,66.00,96.00,69.00\r\n",
"50.00,98.00,61.00,65.10\r\n",
"62.00,65.00,90.00,76.60\r\n",
"80.00,78.00,26.00,52.60\r\n",
"28.00,99.00,64.00,60.20\r\n",
"50.00,30.00,35.00,38.50\r\n",
"87.00,20.00,66.00,63.10\r\n",
"62.00,62.00,77.00,69.50\r\n",
"56.00,72.00,38.00,50.20\r\n",
"56.00,50.00,79.00,66.30\r\n",
"43.00,95.00,58.00,60.90\r\n",
"58.00,74.00,48.00,56.20\r\n",
"87.00,97.00,81.00,86.00\r\n",
"76.00,49.00,93.00,79.10\r\n",
"83.00,27.00,93.00,76.80\r\n",
"58.00,98.00,84.00,79.00\r\n",
"82.00,65.00,52.00,63.60\r\n",
"59.00,82.00,53.00,60.60\r\n",
"20.00,79.00,67.00,55.30\r\n",
"84.00,80.00,74.00,78.20\r\n",
"36.00,45.00,30.00,34.80\r\n",
"41.00,96.00,91.00,77.00\r\n",
"23.00,70.00,28.00,34.90\r\n",
"57.00,68.00,69.00,65.20\r\n",
"92.00,21.00,88.00,75.80\r\n",
"74.00,40.00,40.00,50.20\r\n",
"92.00,82.00,87.00,87.50\r\n",
"45.00,56.00,32.00,40.70\r\n",
"69.00,22.00,37.00,43.60\r\n",
"40.00,89.00,92.00,75.80\r\n",
"59.00,39.00,46.00,48.50\r\n",
"76.00,71.00,29.00,51.50\r",
"\r\n",
"88.00,46.00,94.00,82.60\r\n",
"99.00,98.00,64.00,81.30\r\n",
"37.00,54.00,66.00,54.90\r\n",
"28.00,79.00,78.00,63.20\r\n",
"28.00,39.00,75.00,53.70\r\n",
"93.00,68.00,46.00,64.50\r\n",
"80.00,43.00,82.00,73.60\r\n",
"24.00,69.00,62.00,52.00\r\n",
"56.00,54.00,40.00,47.60\r\n",
"22.00,82.00,28.00,37.00\r\n",
"48.00,60.00,60.00,56.40\r\n",
"85.00,100.00,58.00,74.50\r\n",
"81.00,38.00,21.00,42.40\r\n",
"61.00,51.00,53.00,55.00\r\n",
"56.00,86.00,81.00,74.50\r\n",
"43.00,92.00,46.00,54.30\r\n",
"65.00,67.00,57.00,61.40\r\n",
"30.00,62.00,33.00,37.90\r\n",
"67.00,83.00,57.00,65.20\r\n",
"64.00,96.00,82.00,79.40\r\n",
"49.00,21.00,88.00,62.90\r\n",
"36.00,72.00,75.00,62.70\r\n",
"70.00,77.00,28.00,50.40\r\n",
"58.00,26.00,59.00,52.10\r\n",
"84.00,58.00,71.00,72.30\r\n",
"97.00,29.00,75.00,72.40\r\n",
"63.00,44.00,35.00,45.20\r\n",
"22.00,47.00,61.00,46.50\r\n",
"85.00,46.00,41.00,55.20\r\n",
"47.00,57.00,49.00,50.00\r\n",
"45.00,29.00,100.00,69.30\r\n",
"50.00,84.00,70.00,66.80\r\n",
"47.00,49.00,57.00,52.40\r\n",
"96.00,74.00,25.00,56.10\r\n",
"31.00,31.00,33.00,32.00\r\n",
"74.00,85.00,36.00,57.20\r\n",
"65.00,22.00,76.00,61.90\r\n",
"99.00,92.00,94.00,95.10\r\n",
"75.00,76.00,63.00,69.20\r\n",
"45.00,79.00,38.00,48.30\r\n",
"53.00,35.00,52.00,48.90\r\n",
"86.00,73.00,85.00,82.90\r\n",
"60.00,69.00,54.00,58.80\r\n",
"52.00,61.00,79.00,67.30\r\n",
"72.00,35.00,88.00,72.60\r\n",
"94.00,86.00,36.00,63.40\r\n",
"53.00,68.00,82.00,70.50\r\n",
"51.00,31.00,96.00,69.50\r\n",
"76.00,75.00,34.00,54.80\r\n",
"21.00,55.00,84.00,59.30\r\n",
"29.00,23.00,72.00,49.30\r\n",
"63.00,75.00,78.00,72.90\r\n",
"51.00,26.00,71.00,56.00\r\n",
"90.00,45.00,82.00,77.00\r\n",
"93.00,86.00,72.00,81.10\r\n",
"92.00,20.00,54.00,58.60\r\n",
"36.00,23.00,37.00,33.90\r\n",
"80.00,42.00,74.00,69.40\r\n",
"58.00,88.00,64.00,67.00\r\n",
"94.00,76.00,79.00,82.90\r\n",
"23.00,64.00,24.00,31.70\r\n",
"64.00,76.00,60.00,64.40\r\n",
"34.00,99.00,98.00,79.00\r\n",
"80.00,41.00,42.00,53.20\r\n",
"44.00,30.00,48.00,43.20\r\n",
"36.00,60.00,88.00,66.80\r\n",
"82.00,85.00,73.00,78.10\r\n",
"87.00,25.00,21.00,41.60\r\n",
"43.00,59.00,72.00,60.70\r\n",
"77.00,62.00,71.00,71.00\r\n",
"59.00,82.00,76.00,72.10\r\n",
"97.00,85.00,44.00,68.10\r\n",
"75.00,40.00,55.00,58.00\r\n",
"75.00,34.00,87.00,72.80\r\n",
"22.00,29.00,47.00,35.90\r\n",
"99.00,50.00,53.00,66.20\r\n",
"70.00,78.00,61.00,67.10\r\n",
"30.00,80.00,27.00,38.50\r\n",
"20.00,86.00,62.00,54.20\r\n",
"99.00,83.00,62.00,77.30\r\n",
"21.00,82.00,98.00,71.70\r\n",
"24.00,35.00,65.00,46.70\r\n",
"27.00,36.00,28.00,29.30\r\n",
"71.00,73.00,82.00,76.90\r\n",
"22.00,56.00,99.00,67.30\r\n",
"52.00,85.00,25.00,45.10\r\n",
"62.00,28.00,75.00,61.70\r\n",
"79.00,57.00,52.00,61.10\r\n",
"50.00,26.00,55.00,47.70\r\n",
"98.00,57.00,30.00,55.80\r\n",
"22.00,45.00,82.00,56.60\r\n",
"44.00,56.00,72.00,60.40\r\n",
"44.00,60.00,77.00,63.70\r\n",
"53.00,92.00,81.00,74.80\r\n",
"85.00,37.00,28.00,46.90\r\n",
"51.00,49.00,33.00,41.60\r\n",
"31.00,48.00,25.00,31.40\r\n",
"69.00,51.00,32.00,46.90\r\n",
"53.00,79.00,23.00,43.20\r\n",
"64.00,95.00,61.00,68.70\r\n",
"31.00,61.00,66.00,54.50\r\n",
"63.00,85.00,46.00,58.90\r\n",
"72.00,30.00,44.00,49.60\r\n",
"98.00,98.00,70.00,84.00\r\n",
"55.00,83.00,35.00,50.60\r\n",
"53.00,94.00,80.00,74.70\r\n",
"27.00,21.00,64.00,44.30\r\n",
"24.00,54.00,32.00,34.00\r\n",
"36.00,61.00,95.00,70.50\r\n",
"54.00,28.00,62.00,52.80\r\n",
"38.00,86.00,35.00,46.10\r\n",
"95.00,86.00,79.00,85.20\r\n",
"21.00,36.00,47.00,37.00\r\n",
"88.00,59.00,99.00,87.70\r\n",
"44.00,33.00,69.00,54.30\r\n",
"48.00,38.00,80.00,62.00\r\n",
"71.00,57.00,85.00,75.20\r\n",
"100.00,58.00,100.00,91.60\r\n",
"36.00,21.00,55.00,42.50\r\n",
"35.00,99.00,48.00,54.30\r\n",
"75.00,56.00,92.00,79.70\r\n",
"55.00,94.00,45.00,57.80\r\n",
"34.00,88.00,85.00,70.30\r\n",
"28.00,57.00,67.00,53.30\r\n",
"24.00,61.00,52.00,45.40\r\n",
"78.00,65.00,89.00,80.90\r\n",
"24.00,28.00,65.00,45.30\r\n",
"73.00,28.00,29.00,42.00\r\n",
"37.00,73.00,23.00,37.20\r\n",
"94.00,95.00,76.00,85.20\r\n",
"65.00,56.00,64.00,62.70\r\n",
"34.00,37.00,40.00,37.60\r\n",
"57.00,74.00,24.00,43.90\r\n",
"59.00,61.00,56.00,57.90\r\n",
"44.00,66.00,94.00,73.40\r\n",
"57.00,81.00,75.00,70.80\r\n",
"62.00,67.00,29.00,46.50\r\n",
"72.00,84.00,39.00,57.90\r\n",
"100.00,75.00,40.00,65.00\r\n",
"55.00,92.00,76.00,72.90\r\n",
"20.00,67.00,46.00,42.40\r\n",
"40.00,56.00,100.00,73.20\r\n",
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"55.00,69.00,77.00,68.80\r\n",
"31.00,39.00,92.00,63.10\r\n",
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"51.00,59.00,43.00,48.60\r\n",
"96.00,22.00,51.00,58.70\r\n",
"94.00,30.00,56.00,62.20\r\n",
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"63.00,39.00,79.00,66.20\r\n",
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"45.00,95.00,48.00,56.50\r\n",
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"38.00,30.00,80.00,57.40\r\n",
"37.00,56.00,61.00,52.80\r\n",
"28.00,42.00,33.00,33.30\r\n",
"63.00,83.00,46.00,58.50\r\n",
"79.00,74.00,82.00,79.50\r\n",
"29.00,22.00,95.00,60.60\r\n",
"36.00,90.00,85.00,71.30\r\n",
"90.00,74.00,83.00,83.30\r\n",
"48.00,29.00,44.00,42.20\r\n",
"77.00,89.00,52.00,66.90\r\n",
"97.00,62.00,25.00,54.00\r\n",
"61.00,59.00,66.00,63.10\r\n",
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"74.00,43.00,78.00,69.80\r\n",
"48.00,71.00,29.00,43.10\r\n",
"82.00,92.00,26.00,56.00\r\n",
"99.00,72.00,72.00,80.10\r\n",
"52.00,48.00,60.00,55.20\r\n",
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"38.00,60.00,62.00,54.40\r\n",
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"43.00,41.00,78.00,60.10\r\n",
"27.00,88.00,81.00,66.20\r\n",
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"54.00,32.00,28.00,36.60\r\n",
"47.00,67.00,36.00,45.50\r\n",
"82.00,35.00,39.00,51.10\r\n",
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"37.00,63.00,62.00,54.70\r\n",
"38.00,84.00,78.00,67.20\r\n",
"23.00,58.00,59.00,48.00\r\n",
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"98.00,78.00,28.00,59.00\r\n",
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"31.00,85.00,82.00,67.30\r\n",
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"41.00,37.00,54.00,46.70\r\n",
"91.00,93.00,56.00,73.90\r\n",
"23.00,24.00,70.00,46.70\r\n",
"90.00,31.00,94.00,80.20\r\n",
"35.00,51.00,41.00,41.20\r\n",
"39.00,76.00,92.00,72.90\r\n",
"90.00,91.00,35.00,62.70\r\n",
"61.00,43.00,36.00,44.90\r\n",
"71.00,82.00,20.00,47.70\r\n",
"97.00,55.00,55.00,67.60\r\n",
"52.00,86.00,42.00,53.80\r\n",
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"67.00,83.00,20.00,46.70\r\n",
"89.00,47.00,60.00,66.10\r\n",
"63.00,33.00,63.00,57.00\r\n",
"63.00,71.00,75.00,70.60\r\n",
"29.00,56.00,24.00,31.90\r\n",
"88.00,35.00,82.00,74.40\r\n",
"77.00,86.00,72.00,76.30\r\n",
"21.00,97.00,66.00,58.70\r\n",
"99.00,66.00,99.00,92.40\r\n",
"54.00,95.00,98.00,84.20\r\n",
"44.00,26.00,77.00,56.90\r\n",
"37.00,90.00,35.00,46.60\r\n",
"39.00,86.00,72.00,64.90\r\n",
"85.00,31.00,50.00,56.70\r\n",
"80.00,31.00,68.00,64.20\r\n",
"92.00,21.00,31.00,47.30\r\n",
"76.00,62.00,66.00,68.20\r\n",
"79.00,71.00,57.00,66.40\r\n",
"86.00,40.00,38.00,52.80\r\n",
"97.00,26.00,52.00,60.30\r\n",
"89.00,69.00,61.00,71.00\r\n",
"26.00,98.00,78.00,66.40\r\n",
"48.00,33.00,44.00,43.00\r\n",
"59.00,21.00,91.00,67.40\r\n",
"26.00,71.00,82.00,63.00\r\n",
"69.00,97.00,84.00,82.10\r\n",
"38.00,46.00,96.00,68.60\r\n",
"50.00,83.00,25.00,44.10\r\n",
"60.00,84.00,52.00,60.80\r\n",
"100.00,73.00,71.00,80.10\r\n",
"89.00,37.00,81.00,74.60\r\n",
"33.00,56.00,60.00,51.10\r\n",
"84.00,26.00,94.00,77.40\r\n",
"60.00,41.00,23.00,37.70\r\n",
"69.00,45.00,39.00,49.20\r\n",
"47.00,66.00,42.00,48.30\r\n",
"31.00,66.00,45.00,45.00\r\n",
"54.00,53.00,100.00,76.80\r\n",
"24.00,72.00,60.00,51.60\r\n",
"65.00,36.00,54.00,53.70\r\n",
"36.00,45.00,31.00,35.30\r\n",
"37.00,21.00,50.00,40.30\r\n",
"49.00,56.00,40.00,45.90\r\n",
"24.00,99.00,99.00,76.50\r\n",
"64.00,73.00,37.00,52.30\r\n",
"36.00,99.00,24.00,42.60\r\n",
"98.00,26.00,92.00,80.60\r\n",
"36.00,77.00,59.00,55.70\r\n",
"39.00,27.00,39.00,36.60\r\n",
"90.00,56.00,58.00,67.20\r\n",
"26.00,60.00,21.00,30.30\r\n",
"66.00,22.00,57.00,52.70\r\n",
"66.00,68.00,59.00,62.90\r\n",
"43.00,41.00,80.00,61.10\r\n",
"21.00,60.00,21.00,28.80\r\n",
"95.00,70.00,65.00,75.00\r\n",
"45.00,91.00,21.00,42.20\r\n",
"20.00,21.00,22.00,21.20\r\n",
"35.00,44.00,28.00,33.30\r\n",
"89.00,73.00,64.00,73.30\r\n",
"48.00,82.00,77.00,69.30\r\n",
"26.00,96.00,52.00,53.00\r\n",
"83.00,62.00,67.00,70.80\r\n",
"33.00,77.00,32.00,41.30\r\n",
"84.00,82.00,87.00,85.10\r\n",
"57.00,68.00,53.00,57.20\r\n",
"79.00,47.00,22.00,44.10\r\n",
"66.00,75.00,31.00,50.30\r\n",
"77.00,20.00,55.00,54.60\r\n",
"60.00,57.00,62.00,60.40\r\n",
"77.00,46.00,39.00,51.80\r\n",
"91.00,84.00,48.00,68.10\r\n",
"55.00,65.00,74.00,66.50\r\n",
"64.00,43.00,25.00,40.30\r\n",
"32.00,33.00,20.00,26.20\r\n",
"37.00,22.00,59.00,45.00\r\n",
"20.00,22.00,25.00,22.90\r\n",
"87.00,21.00,53.00,56.80\r\n",
"42.00,97.00,88.00,76.00\r\n",
"74.00,92.00,95.00,88.10\r\n",
"75.00,55.00,84.00,75.50\r\n",
"57.00,44.00,21.00,36.40\r\n",
"92.00,81.00,27.00,57.30\r\n",
"62.00,21.00,91.00,68.30\r\n",
"96.00,41.00,75.00,74.50\r\n",
"51.00,68.00,75.00,66.40\r\n",
"66.00,72.00,84.00,76.20\r",
"\r\n",
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"72.00,88.00,38.00,58.20\r\n",
"79.00,25.00,60.00,58.70\r\n",
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"59.00,95.00,63.00,68.20\r\n",
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"88.00,40.00,22.00,45.40\r\n",
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"50.00,24.00,65.00,52.30\r\n",
"33.00,51.00,70.00,55.10\r",
"\r\n",
"64.00,33.00,34.00,42.80\r\n",
"20.00,58.00,48.00,41.60\r\n",
"50.00,65.00,44.00,50.00\r\n",
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"88.00,88.00,99.00,93.50\r\n",
"50.00,22.00,57.00,47.90\r\n",
"39.00,32.00,47.00,41.60\r\n",
"100.00,92.00,66.00,81.40\r\n",
"91.00,30.00,65.00,65.80\r\n",
"56.00,41.00,20.00,35.00\r\n",
"44.00,85.00,22.00,41.20\r\n",
"35.00,53.00,85.00,63.60\r\n",
"39.00,77.00,31.00,42.60\r\n",
"100.00,22.00,70.00,69.40\r\n",
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"37.00,76.00,26.00,39.30\r\n",
"78.00,71.00,59.00,67.10\r\n",
"23.00,92.00,69.00,59.80\r\n",
"80.00,22.00,68.00,62.40\r\n",
"90.00,23.00,80.00,71.60\r\n",
"91.00,24.00,40.00,52.10\r\n",
"93.00,95.00,98.00,95.90\r\n",
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"73.00,65.00,24.00,46.90\r\n",
"63.00,33.00,50.00,50.50\r\n",
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"34.00,68.00,77.00,62.30\r\n",
"45.00,60.00,58.00,54.50\r\n",
"78.00,33.00,53.00,56.50\r\n",
"34.00,70.00,38.00,43.20\r\n",
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"61.00,56.00,31.00,45.00\r\n",
"75.00,79.00,81.00,78.80\r\n",
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"56.00,54.00,26.00,40.60\r\n",
"52.00,76.00,54.00,57.80\r\n",
"97.00,30.00,90.00,80.10\r\n",
"90.00,67.00,78.00,79.40\r\n",
"76.00,38.00,57.00,58.90\r\n",
"46.00,74.00,56.00,56.60\r\n",
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"39.00,77.00,81.00,67.60\r\n",
"94.00,22.00,93.00,79.10\r\n",
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"53.00,34.00,39.00,42.20\r\n",
"86.00,30.00,59.00,61.30\r\n",
"85.00,21.00,65.00,62.20\r\n",
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"67.00,59.00,49.00,56.40\r\n",
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"39.00,33.00,63.00,49.80\r\n",
"77.00,53.00,44.00,55.70\r\n",
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"47.00,62.00,41.00,47.00\r\n",
"32.00,75.00,63.00,56.10\r\n",
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"46.00,66.00,72.00,63.00\r\n",
"59.00,28.00,62.00,54.30\r\n",
"37.00,24.00,88.00,59.90\r\n",
"49.00,35.00,51.00,47.20\r\n",
"75.00,34.00,46.00,52.30\r\n",
"39.00,81.00,89.00,72.40\r\n",
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"62.00,89.00,51.00,61.90\r\n",
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"92.00,58.00,100.00,89.20\r\n",
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"79.00,61.00,43.00,57.40\r\n",
"42.00,58.00,38.00,43.20\r\n",
"52.00,24.00,97.00,68.90\r\n",
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"45.00,22.00,91.00,63.40\r\n",
"48.00,39.00,36.00,40.20\r\n",
"57.00,61.00,69.00,63.80\r\n",
"72.00,73.00,64.00,68.20\r\n",
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"65.00,83.00,50.00,61.10\r\n",
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"73.00,55.00,52.00,58.90\r\n",
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"94.00,59.00,93.00,86.50\r\n",
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"55.00,52.00,39.00,46.40\r\n",
"52.00,87.00,91.00,78.50\r\n",
"50.00,30.00,96.00,69.00\r\n",
"45.00,77.00,33.00,45.40\r\n",
"46.00,39.00,26.00,34.60\r\n",
"87.00,43.00,100.00,84.70\r\n",
"62.00,47.00,87.00,71.50\r\n",
"56.00,99.00,33.00,53.10\r\n",
"81.00,86.00,51.00,67.00\r\n",
"54.00,34.00,93.00,69.50\r\n",
"99.00,92.00,73.00,84.60\r\n",
"38.00,93.00,20.00,40.00\r\n",
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"71.00,91.00,90.00,84.50\r\n",
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"76.00,47.00,61.00,62.70\r\n",
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"94.00,42.00,90.00,81.60\r\n",
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"66.00,67.00,82.00,74.20\r\n",
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"22.00,48.00,23.00,27.70\r\n",
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"57.00,71.00,38.00,50.30\r\n",
"63.00,61.00,55.00,58.60\r\n",
"73.00,23.00,35.00,44.00\r\n",
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"24.00,85.00,58.00,53.20\r\n",
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"37.00,50.00,85.00,63.60\r\n",
"50.00,43.00,56.00,51.60\r\n",
"90.00,78.00,86.00,85.60\r\n",
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"39.00,25.00,87.00,60.20\r\n",
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"46.00,93.00,74.00,69.40\r\n",
"89.00,45.00,75.00,73.20\r\n",
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"72.00,76.00,73.00,73.30\r\n",
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"35.00,89.00,34.00,45.30\r\n",
"82.00,74.00,72.00,75.40\r\n",
"96.00,57.00,44.00,62.20\r\n",
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"25.00,62.00,60.00,49.90\r\n",
"84.00,72.00,100.00,89.60\r\n",
"95.00,52.00,59.00,68.40\r\n",
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"37.00,45.00,38.00,39.10\r\n",
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"76.00,28.00,71.00,63.90\r\n",
"61.00,53.00,90.00,73.90\r\n",
"84.00,90.00,99.00,92.70\r\n",
"50.00,100.00,23.00,46.50\r\n",
"43.00,58.00,38.00,43.50\r\n",
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"71.00,44.00,74.00,67.10\r\n",
"36.00,55.00,75.00,59.30\r\n",
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"36.00,84.00,31.00,43.10\r\n",
"97.00,69.00,34.00,59.90\r\n",
"65.00,59.00,61.00,61.80\r\n",
"36.00,67.00,82.00,65.20\r\n",
"86.00,35.00,20.00,42.80\r\n",
"66.00,29.00,68.00,59.60\r\n",
"33.00,67.00,35.00,40.80\r\n",
"33.00,63.00,86.00,65.50\r\n",
"45.00,47.00,63.00,54.40\r\n",
"94.00,57.00,89.00,84.10\r\n",
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"24.00,36.00,35.00,31.90\r\n",
"75.00,48.00,55.00,59.60\r\n",
"46.00,38.00,50.00,46.40\r\n",
"54.00,93.00,67.00,68.30\r\n",
"28.00,71.00,44.00,44.60\r\n",
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"35.00,56.00,42.00,42.70\r\n",
"69.00,24.00,83.00,67.00\r\n",
"23.00,100.00,27.00,40.40\r\n",
"98.00,27.00,25.00,47.30\r\n",
"61.00,63.00,36.00,48.90\r\n",
"97.00,79.00,38.00,63.90\r\n",
"88.00,60.00,63.00,69.90\r\n",
"77.00,49.00,100.00,82.90\r\n",
"25.00,24.00,27.00,25.80\r\n",
"66.00,51.00,52.00,56.00\r\n",
"49.00,47.00,77.00,62.60\r\n",
"66.00,37.00,51.00,52.70\r\n",
"24.00,68.00,31.00,36.30\r\n",
"52.00,27.00,90.00,66.00\r\n",
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"44.00,84.00,78.00,69.00\r\n",
"82.00,56.00,48.00,59.80\r\n",
"77.00,47.00,68.00,66.50\r\n",
"56.00,55.00,89.00,72.30\r\n",
"99.00,93.00,52.00,74.30\r\n",
"35.00,52.00,47.00,44.40\r\n",
"100.00,51.00,76.00,78.20\r\n",
"64.00,33.00,84.00,67.80\r\n",
"52.00,91.00,50.00,58.80\r\n",
"59.00,45.00,99.00,76.20\r\n",
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"31.00,85.00,53.00,52.80\r\n",
"78.00,36.00,75.00,68.10\r\n",
"53.00,34.00,45.00,45.20\r\n",
"73.00,98.00,71.00,77.00\r\n",
"26.00,85.00,64.00,56.80\r\n",
"52.00,32.00,73.00,58.50\r\n",
"76.00,33.00,60.00,59.40\r\n",
"98.00,100.00,50.00,74.40\r\n",
"30.00,38.00,54.00,43.60\r\n",
"69.00,43.00,70.00,64.30\r\n",
"84.00,78.00,40.00,60.80\r\n",
"72.00,49.00,60.00,61.40\r\n",
"78.00,30.00,53.00,55.90\r\n",
"97.00,82.00,94.00,92.50\r\n",
"74.00,60.00,47.00,57.70\r\n",
"48.00,54.00,50.00,50.20\r\n",
"94.00,98.00,61.00,78.30\r\n",
"36.00,51.00,80.00,61.00\r\n",
"75.00,30.00,45.00,51.00\r\n",
"60.00,35.00,32.00,41.00\r\n",
"96.00,83.00,40.00,65.40\r\n",
"95.00,72.00,31.00,58.40\r\n",
"73.00,92.00,77.00,78.80\r\n",
"60.00,21.00,83.00,63.70\r\n",
"53.00,64.00,86.00,71.70\r\n",
"88.00,26.00,34.00,48.60\r\n",
"84.00,78.00,78.00,79.80\r\n",
"35.00,46.00,39.00,39.20\r\n",
"60.00,45.00,34.00,44.00\r\n",
"32.00,90.00,74.00,64.60\r\n",
"59.00,90.00,36.00,53.70\r\n",
"39.00,31.00,28.00,31.90\r\n",
"67.00,67.00,62.00,64.50\r\n",
"54.00,54.00,24.00,39.00\r\n",
"34.00,72.00,97.00,73.10\r\n",
"42.00,41.00,21.00,31.30\r\n",
"68.00,60.00,46.00,55.40\r\n",
"42.00,100.00,75.00,70.10\r\n",
"67.00,74.00,49.00,59.40\r\n",
"67.00,40.00,88.00,72.10\r\n",
"20.00,92.00,61.00,54.90\r\n",
"21.00,79.00,23.00,33.60\r\n",
"27.00,21.00,61.00,42.80\r\n",
"88.00,52.00,95.00,84.30\r\n",
"76.00,40.00,33.00,47.30\r\n",
"62.00,95.00,56.00,65.60\r\n",
"49.00,95.00,30.00,48.70\r\n",
"82.00,57.00,45.00,58.50\r\n",
"85.00,35.00,50.00,57.50\r\n",
"22.00,24.00,99.00,60.90\r\n",
"45.00,29.00,60.00,49.30\r\n",
"31.00,50.00,29.00,33.80\r\n",
"21.00,85.00,54.00,50.30\r\n",
"32.00,72.00,70.00,59.00\r\n",
"33.00,70.00,56.00,51.90\r\n",
"44.00,79.00,51.00,54.50\r\n",
"56.00,21.00,41.00,41.50\r\n",
"83.00,88.00,69.00,77.00\r\n",
"74.00,64.00,76.00,73.00\r\n",
"37.00,64.00,94.00,70.90\r\n",
"30.00,65.00,45.00,44.50\r\n",
"29.00,93.00,81.00,67.80\r\n",
"80.00,94.00,62.00,73.80\r\n",
"71.00,25.00,23.00,37.80\r\n",
"87.00,79.00,65.00,74.40\r\n",
"68.00,34.00,55.00,54.70\r\n",
"99.00,37.00,23.00,48.60\r\n",
"66.00,89.00,61.00,68.10\r\n",
"100.00,35.00,88.00,81.00\r\n",
"50.00,50.00,53.00,51.50\r\n",
"68.00,42.00,44.00,50.80\r\n",
"58.00,76.00,86.00,75.60\r\n",
"49.00,29.00,80.00,60.50\r\n",
"55.00,35.00,95.00,71.00\r\n",
"81.00,82.00,43.00,62.20\r\n",
"25.00,95.00,78.00,65.50\r\n",
"60.00,42.00,53.00,52.90\r\n",
"32.00,100.00,82.00,70.60\r\n",
"55.00,88.00,76.00,72.10\r\n",
"86.00,61.00,27.00,51.50\r\n",
"41.00,92.00,24.00,42.70\r\n",
"41.00,28.00,58.00,46.90\r\n",
"34.00,63.00,31.00,38.30\r\n",
"57.00,28.00,44.00,44.70\r\n",
"80.00,75.00,82.00,80.00\r\n",
"74.00,59.00,59.00,63.50\r\n",
"42.00,71.00,92.00,72.80\r\n",
"28.00,94.00,42.00,48.20\r\n",
"68.00,55.00,36.00,49.40\r\n",
"22.00,50.00,48.00,40.60\r\n",
"20.00,53.00,99.00,66.10\r\n",
"99.00,26.00,68.00,68.90\r\n",
"78.00,99.00,57.00,71.70\r\n",
"42.00,34.00,50.00,44.40\r\n",
"37.00,96.00,59.00,59.80\r\n",
"73.00,95.00,78.00,79.90\r\n",
"72.00,71.00,65.00,68.30\r\n",
"33.00,87.00,85.00,69.80\r\n",
"97.00,99.00,97.00,97.40\r\n",
"58.00,66.00,82.00,71.60\r\n",
"55.00,67.00,28.00,43.90\r\n",
"34.00,32.00,41.00,37.10\r\n",
"61.00,21.00,83.00,64.00\r\n",
"23.00,28.00,85.00,55.00\r\n",
"46.00,47.00,68.00,57.20\r\n",
"68.00,99.00,54.00,67.20\r\n",
"24.00,56.00,48.00,42.40\r\n",
"51.00,28.00,67.00,54.40\r\n",
"37.00,100.00,49.00,55.60\r\n",
"27.00,79.00,40.00,43.90\r\n",
"68.00,42.00,52.00,54.80\r\n",
"51.00,31.00,21.00,32.00\r\n",
"65.00,87.00,20.00,46.90\r\n",
"82.00,70.00,43.00,60.10\r\n",
"29.00,44.00,64.00,49.50\r\n",
"82.00,47.00,51.00,59.50\r\n",
"53.00,33.00,58.00,51.50\r\n",
"42.00,29.00,78.00,57.40\r\n",
"80.00,22.00,88.00,72.40\r\n",
"32.00,24.00,80.00,54.40\r\n",
"21.00,45.00,95.00,62.80\r\n",
"83.00,74.00,59.00,69.20\r\n",
"24.00,71.00,23.00,32.90\r\n",
"57.00,68.00,56.00,58.70\r\n",
"56.00,85.00,70.00,68.80\r\n",
"53.00,74.00,35.00,48.20\r\n",
"86.00,81.00,77.00,80.50\r\n",
"59.00,92.00,24.00,48.10\r\n",
"90.00,100.00,73.00,83.50\r\n",
"60.00,67.00,47.00,54.90\r\n",
"52.00,37.00,47.00,46.50\r\n",
"28.00,48.00,70.00,53.00\r\n",
"99.00,45.00,66.00,71.70\r\n",
"53.00,88.00,98.00,82.50\r\n",
"73.00,94.00,53.00,67.20\r\n",
"89.00,68.00,100.00,90.30\r\n",
"68.00,35.00,86.00,70.40\r\n",
"29.00,46.00,37.00,36.40\r\n",
"75.00,22.00,59.00,56.40\r\n",
"29.00,75.00,34.00,40.70\r\n",
"63.00,66.00,54.00,59.10\r\n",
"62.00,94.00,85.00,79.90\r\n",
"63.00,40.00,63.00,58.40\r\n",
"31.00,54.00,41.00,40.60\r\n",
"83.00,56.00,20.00,46.10\r\n",
"62.00,45.00,65.00,60.10\r\n",
"47.00,40.00,77.00,60.60\r\n",
"23.00,85.00,24.00,35.90\r\n",
"95.00,40.00,75.00,74.00\r\n",
"25.00,92.00,34.00,42.90\r\n",
"44.00,60.00,76.00,63.20\r",
"\r\n",
"50.00,51.00,78.00,64.20\r\n",
"66.00,97.00,33.00,55.70\r\n",
"62.00,63.00,78.00,70.20\r\n",
"79.00,39.00,41.00,52.00\r\n",
"42.00,25.00,100.00,67.60\r\n",
"52.00,86.00,48.00,56.80\r\n",
"88.00,55.00,32.00,53.40\r\n",
"63.00,90.00,44.00,58.90\r\n",
"99.00,47.00,86.00,82.10\r\n",
"48.00,79.00,87.00,73.70\r\n",
"100.00,64.00,66.00,75.80\r\n",
"49.00,94.00,60.00,63.50\r\n",
"78.00,64.00,69.00,70.70\r\n",
"79.00,87.00,66.00,74.10\r\n",
"77.00,20.00,35.00,44.60\r\n",
"96.00,50.00,29.00,53.30\r\n",
"35.00,38.00,49.00,42.60\r\n",
"34.00,91.00,27.00,41.90\r\n",
"95.00,32.00,21.00,45.40\r\n",
"98.00,53.00,50.00,65.00\r\n",
"38.00,97.00,76.00,68.80\r\n",
"38.00,43.00,58.00,49.00\r\n",
"90.00,96.00,66.00,79.20\r\n",
"58.00,91.00,97.00,84.10\r\n",
"74.00,42.00,52.00,56.60\r\n",
"61.00,70.00,33.00,48.80\r\n",
"68.00,44.00,78.00,68.20\r\n",
"65.00,46.00,26.00,41.70\r\n",
"56.00,80.00,91.00,78.30\r\n",
"70.00,86.00,47.00,61.70\r\n",
"21.00,83.00,36.00,40.90\r\n",
"80.00,25.00,95.00,76.50\r\n",
"32.00,44.00,99.00,67.90\r\n",
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"87.00,48.00,27.00,49.20\r\n",
"60.00,58.00,20.00,39.60\r",
"\r\n",
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"45.00,74.00,51.00,53.80\r\n",
"81.00,49.00,76.00,72.10\r\n",
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"91.00,90.00,84.00,87.30\r\n",
"43.00,75.00,26.00,40.90\r\n",
"88.00,87.00,43.00,65.30\r\n",
"28.00,47.00,26.00,30.80\r\n",
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"76.00,98.00,55.00,69.90\r\n",
"87.00,91.00,22.00,55.30\r\n",
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"58.00,74.00,69.00,66.70\r\n",
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"82.00,65.00,20.00,47.60\r\n",
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"89.00,47.00,68.00,70.10\r\n",
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"52.00,48.00,100.00,75.20\r\n",
"94.00,86.00,62.00,76.40\r\n",
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"24.00,26.00,54.00,39.40\r\n",
"92.00,46.00,46.00,59.80\r\n",
"72.00,73.00,93.00,82.70\r\n",
"29.00,84.00,87.00,69.00\r\n",
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"65.00,26.00,25.00,37.20\r\n",
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"21.00,39.00,82.00,55.10\r\n",
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"79.00,57.00,77.00,73.60\r\n",
"37.00,23.00,97.00,64.20\r\n",
"90.00,81.00,27.00,56.70\r\n",
"51.00,23.00,77.00,58.40\r\n",
"58.00,37.00,23.00,36.30\r\n",
"26.00,96.00,81.00,67.50\r\n",
"35.00,86.00,41.00,48.20\r\n",
"70.00,79.00,28.00,50.80\r\n",
"76.00,94.00,97.00,90.10\r\n",
"21.00,55.00,54.00,44.30\r\n",
"95.00,41.00,45.00,59.20\r\n",
"97.00,29.00,98.00,83.90\r\n",
"75.00,55.00,33.00,50.00\r\n",
"38.00,60.00,98.00,72.40\r\n",
"64.00,78.00,34.00,51.80\r\n",
"57.00,84.00,68.00,67.90\r\n",
"94.00,26.00,35.00,50.90\r\n",
"27.00,93.00,48.00,50.70\r\n",
"27.00,70.00,30.00,37.10\r\n",
"20.00,80.00,75.00,59.50\r\n",
"90.00,41.00,74.00,72.20\r\n",
"66.00,45.00,43.00,50.30\r\n",
"94.00,53.00,94.00,85.80\r\n",
"85.00,54.00,51.00,61.80\r\n",
"38.00,44.00,59.00,49.70\r\n",
"71.00,74.00,95.00,83.60\r\n",
"45.00,41.00,21.00,32.20\r\n",
"57.00,75.00,60.00,62.10\r\n",
"69.00,47.00,100.00,80.10\r\n",
"60.00,35.00,91.00,70.50\r\n",
"24.00,79.00,24.00,35.00\r\n",
"46.00,50.00,57.00,52.30\r\n",
"62.00,44.00,74.00,64.40\r\n",
"65.00,54.00,95.00,77.80\r\n",
"52.00,82.00,52.00,58.00\r\n",
"21.00,75.00,81.00,61.80\r\n",
"57.00,21.00,31.00,36.80\r\n",
"36.00,39.00,44.00,40.60\r\n",
"99.00,55.00,71.00,76.20\r\n",
"84.00,72.00,43.00,61.10\r\n",
"22.00,48.00,55.00,43.70\r\n",
"41.00,22.00,88.00,60.70\r\n",
"39.00,60.00,29.00,38.20\r\n",
"78.00,71.00,100.00,87.60\r\n",
"90.00,48.00,69.00,71.10\r\n",
"48.00,92.00,89.00,77.30\r\n",
"64.00,30.00,73.00,61.70\r\n",
"99.00,85.00,50.00,71.70\r\n",
"93.00,27.00,78.00,72.30\r\n",
"53.00,51.00,60.00,56.10\r\n",
"87.00,62.00,89.00,83.00\r\n",
"73.00,36.00,32.00,45.10\r\n",
"47.00,97.00,23.00,45.00\r\n",
"56.00,40.00,81.00,65.30\r\n",
"32.00,46.00,93.00,65.30\r\n",
"26.00,83.00,76.00,62.40\r\n",
"91.00,77.00,46.00,65.70\r\n",
"56.00,71.00,54.00,58.00\r\n",
"32.00,63.00,83.00,63.70\r\n",
"65.00,79.00,99.00,84.80\r\n",
"61.00,38.00,30.00,40.90\r\n",
"96.00,84.00,71.00,81.10\r\n",
"65.00,88.00,67.00,70.60\r\n",
"94.00,26.00,82.00,74.40\r\n",
"32.00,73.00,86.00,67.20\r\n",
"47.00,33.00,90.00,65.70\r\n",
"91.00,23.00,54.00,58.90\r\n",
"22.00,40.00,25.00,27.10\r\n",
"54.00,81.00,85.00,74.90\r\n",
"24.00,100.00,41.00,47.70\r\n",
"90.00,33.00,69.00,68.10\r\n",
"97.00,77.00,40.00,64.50\r\n",
"36.00,90.00,25.00,41.30\r\n",
"28.00,83.00,56.00,53.00\r\n",
"34.00,91.00,99.00,77.90\r\n",
"41.00,32.00,47.00,42.20\r\n",
"37.00,33.00,44.00,39.70\r\n",
"62.00,94.00,84.00,79.40\r\n",
"37.00,92.00,79.00,69.00\r\n",
"68.00,26.00,30.00,40.60\r\n",
"70.00,22.00,23.00,36.90\r",
"\r\n",
"21.00,37.00,50.00,38.70\r\n",
"93.00,69.00,48.00,65.70\r\n",
"46.00,97.00,38.00,52.20\r\n",
"33.00,92.00,70.00,63.30\r\n",
"88.00,68.00,35.00,57.50\r\n",
"36.00,61.00,78.00,62.00\r\n",
"88.00,99.00,94.00,93.20\r\n",
"35.00,61.00,28.00,36.70\r\n",
"48.00,92.00,58.00,61.80\r\n",
"92.00,55.00,88.00,82.60\r\n",
"78.00,72.00,33.00,54.30\r\n",
"65.00,34.00,88.00,70.30\r\n",
"29.00,87.00,86.00,69.10\r\n",
"60.00,86.00,21.00,45.70\r\n",
"89.00,69.00,40.00,60.50\r\n",
"46.00,40.00,50.00,46.80\r\n",
"68.00,50.00,66.00,63.40\r\n",
"31.00,92.00,28.00,41.70\r\n",
"33.00,49.00,48.00,43.70\r\n",
"76.00,42.00,90.00,76.20\r\n",
"97.00,57.00,77.00,79.00\r\n",
"85.00,55.00,72.00,72.50\r\n",
"26.00,52.00,22.00,29.20\r\n",
"95.00,75.00,51.00,69.00\r\n",
"41.00,82.00,99.00,78.20\r\n",
"45.00,53.00,92.00,70.10\r\n",
"23.00,83.00,35.00,41.00\r\n",
"40.00,52.00,35.00,39.90\r\n",
"76.00,70.00,60.00,66.80\r\n",
"52.00,58.00,55.00,54.70\r\n",
"95.00,59.00,39.00,59.80\r\n",
"61.00,73.00,20.00,42.90\r\n",
"37.00,76.00,98.00,75.30\r\n",
"83.00,52.00,42.00,56.30\r\n",
"93.00,33.00,23.00,46.00\r\n",
"75.00,28.00,35.00,45.60\r\n",
"65.00,71.00,29.00,48.20\r\n",
"64.00,63.00,91.00,77.30\r\n",
"40.00,93.00,40.00,50.60\r\n",
"94.00,44.00,62.00,68.00\r\n",
"70.00,76.00,51.00,61.70\r\n",
"33.00,40.00,22.00,28.90\r\n",
"20.00,38.00,40.00,33.60\r\n",
"69.00,38.00,67.00,61.80\r\n",
"22.00,96.00,54.00,52.80\r\n",
"66.00,66.00,27.00,46.50\r\n",
"68.00,52.00,68.00,64.80\r\n",
"93.00,67.00,78.00,80.30\r\n",
"85.00,65.00,91.00,84.00\r\n",
"73.00,96.00,57.00,69.60\r\n",
"44.00,60.00,83.00,66.70\r\n",
"65.00,69.00,33.00,49.80\r\n",
"47.00,64.00,41.00,47.40\r\n",
"46.00,69.00,41.00,48.10\r\n",
"92.00,58.00,37.00,57.70\r\n",
"76.00,92.00,35.00,58.70\r\n",
"34.00,36.00,45.00,39.90\r\n",
"88.00,23.00,93.00,77.50\r\n",
"72.00,45.00,68.00,64.60\r\n",
"39.00,42.00,87.00,63.60\r\n",
"79.00,25.00,53.00,55.20\r\n",
"77.00,100.00,96.00,91.10\r\n",
"98.00,55.00,67.00,73.90\r\n",
"33.00,72.00,20.00,34.30\r\n",
"88.00,71.00,24.00,52.60\r\n",
"25.00,34.00,73.00,50.80\r\n",
"50.00,93.00,67.00,67.10\r\n",
"55.00,56.00,51.00,53.20\r\n",
"24.00,59.00,69.00,53.50\r\n",
"32.00,85.00,49.00,51.10\r\n",
"42.00,40.00,26.00,33.60\r\n",
"77.00,93.00,81.00,82.20\r\n",
"68.00,33.00,62.00,58.00\r\n",
"73.00,97.00,86.00,84.30\r\n",
"58.00,50.00,64.00,59.40\r\n",
"30.00,42.00,68.00,51.40\r\n",
"51.00,87.00,87.00,76.20\r\n",
"85.00,35.00,88.00,76.50\r\n",
"81.00,37.00,87.00,75.20\r\n",
"46.00,24.00,46.00,41.60\r\n",
"58.00,43.00,85.00,68.50\r\n",
"42.00,39.00,24.00,32.40\r\n",
"88.00,83.00,88.00,87.00\r\n",
"78.00,38.00,100.00,81.00\r\n",
"91.00,33.00,38.00,52.90\r\n",
"87.00,51.00,33.00,52.80\r\n",
"39.00,27.00,95.00,64.60\r\n",
"77.00,79.00,52.00,64.90\r\n",
"79.00,35.00,29.00,45.20\r\n",
"20.00,68.00,84.00,61.60\r\n",
"76.00,73.00,65.00,69.90\r\n",
"86.00,45.00,27.00,48.30\r\n",
"57.00,58.00,26.00,41.70\r\n",
"71.00,87.00,35.00,56.20\r\n",
"52.00,23.00,75.00,57.70\r\n",
"26.00,99.00,26.00,40.60\r\n",
"79.00,56.00,46.00,57.90\r\n",
"87.00,97.00,63.00,77.00\r\n",
"73.00,92.00,28.00,54.30\r\n",
"89.00,83.00,96.00,91.30\r\n",
"77.00,97.00,64.00,74.50\r\n",
"63.00,49.00,24.00,40.70\r\n",
"69.00,52.00,45.00,53.60\r\n",
"24.00,67.00,73.00,57.10\r\n",
"72.00,60.00,61.00,64.10\r\n",
"62.00,83.00,69.00,69.70\r\n",
"63.00,74.00,21.00,44.20\r\n",
"56.00,96.00,39.00,55.50\r\n",
"30.00,42.00,63.00,48.90\r\n",
"67.00,42.00,80.00,68.50\r\n",
"81.00,41.00,23.00,44.00\r\n",
"77.00,75.00,21.00,48.60\r\n",
"94.00,56.00,45.00,61.90\r\n",
"57.00,35.00,21.00,34.60\r\n",
"88.00,98.00,90.00,91.00\r\n",
"46.00,82.00,69.00,64.70\r\n",
"98.00,31.00,44.00,57.60\r\n",
"35.00,38.00,38.00,37.10\r\n",
"88.00,21.00,52.00,56.60\r\n",
"26.00,66.00,35.00,38.50\r\n",
"50.00,41.00,94.00,70.20\r\n",
"26.00,56.00,81.00,59.50\r\n",
"53.00,44.00,24.00,36.70\r\n",
"73.00,74.00,78.00,75.70\r\n",
"74.00,47.00,20.00,41.60\r\n",
"88.00,95.00,48.00,69.40\r\n",
"25.00,70.00,72.00,57.50\r\n",
"57.00,95.00,77.00,74.60\r\n",
"64.00,27.00,44.00,46.60\r\n",
"24.00,49.00,86.00,60.00\r\n",
"96.00,89.00,38.00,65.60\r\n",
"74.00,21.00,35.00,43.90\r\n",
"57.00,83.00,63.00,65.20\r\n",
"32.00,36.00,36.00,34.80\r\n",
"57.00,53.00,94.00,74.70\r\n",
"89.00,88.00,81.00,84.80\r\n",
"20.00,60.00,81.00,58.50\r\n",
"29.00,72.00,43.00,44.60\r\n",
"92.00,55.00,46.00,61.60\r\n",
"77.00,41.00,28.00,45.30\r\n",
"82.00,22.00,57.00,57.50\r\n",
"88.00,96.00,82.00,86.60\r\n",
"59.00,51.00,28.00,41.90\r\n",
"24.00,93.00,67.00,59.30\r\n",
"43.00,74.00,58.00,56.70\r\n",
"50.00,49.00,33.00,41.30\r\n",
"39.00,43.00,56.00,48.30\r\n",
"20.00,61.00,21.00,28.70\r\n",
"73.00,81.00,28.00,52.10\r\n",
"35.00,89.00,48.00,52.30\r\n",
"82.00,32.00,28.00,45.00\r\n",
"33.00,36.00,95.00,64.60\r\n",
"95.00,50.00,36.00,56.50\r\n",
"60.00,76.00,81.00,73.70\r\n",
"21.00,76.00,88.00,65.50\r\n",
"27.00,49.00,64.00,49.90\r\n",
"35.00,25.00,88.00,59.50\r\n",
"74.00,48.00,58.00,60.80\r\n",
"90.00,34.00,24.00,45.80\r\n",
"39.00,44.00,67.00,54.00\r\n",
"66.00,63.00,67.00,65.90\r\n",
"26.00,30.00,21.00,24.30\r\n",
"64.00,87.00,42.00,57.60\r\n",
"86.00,49.00,38.00,54.60\r\n",
"72.00,36.00,94.00,75.80\r\n",
"91.00,78.00,79.00,82.40\r\n",
"71.00,34.00,42.00,49.10\r\n",
"27.00,83.00,94.00,71.70\r\n",
"66.00,41.00,31.00,43.50\r\n",
"100.00,99.00,58.00,78.80\r\n",
"69.00,78.00,35.00,53.80\r\n",
"72.00,23.00,69.00,60.70\r\n",
"30.00,98.00,89.00,73.10\r\n",
"86.00,28.00,62.00,62.40\r\n",
"54.00,50.00,52.00,52.20\r\n",
"29.00,54.00,38.00,38.50\r\n",
"27.00,89.00,36.00,43.90\r\n",
"83.00,89.00,45.00,65.20\r\n",
"77.00,78.00,81.00,79.20\r\n",
"71.00,49.00,20.00,41.10\r\n",
"91.00,21.00,26.00,44.50\r\n",
"90.00,48.00,51.00,62.10\r\n",
"95.00,53.00,79.00,78.60\r\n",
"63.00,62.00,93.00,77.80\r\n",
"89.00,57.00,60.00,68.10\r\n",
"44.00,69.00,61.00,57.50\r\n",
"42.00,87.00,88.00,74.00\r\n",
"64.00,68.00,66.00,65.80\r\n",
"40.00,49.00,59.00,51.30\r\n",
"90.00,33.00,46.00,56.60\r\n",
"69.00,48.00,39.00,49.80\r\n",
"88.00,27.00,79.00,71.30\r\n",
"69.00,47.00,82.00,71.10\r\n",
"46.00,49.00,71.00,59.10\r\n",
"23.00,55.00,78.00,56.90\r\n",
"37.00,74.00,65.00,58.40\r\n",
"39.00,47.00,83.00,62.60\r\n",
"89.00,27.00,93.00,78.60\r\n",
"51.00,39.00,95.00,70.60\r\n",
"30.00,64.00,27.00,35.30\r\n",
"58.00,32.00,65.00,56.30\r\n",
"85.00,55.00,56.00,64.50\r\n",
"99.00,74.00,99.00,94.00\r\n",
"72.00,94.00,65.00,72.90\r\n",
"49.00,78.00,32.00,46.30\r\n",
"40.00,56.00,30.00,38.20\r\n",
"54.00,70.00,36.00,48.20\r\n",
"35.00,49.00,92.00,66.30\r\n",
"43.00,48.00,73.00,59.00\r\n",
"76.00,36.00,60.00,60.00\r\n",
"38.00,65.00,32.00,40.40\r\n",
"83.00,26.00,40.00,50.10\r\n",
"48.00,55.00,41.00,45.90\r\n",
"73.00,61.00,54.00,61.10\r\n",
"23.00,65.00,33.00,36.40\r\n",
"97.00,28.00,67.00,68.20\r\n",
"72.00,75.00,76.00,74.60\r\n",
"68.00,43.00,33.00,45.50\r\n",
"36.00,69.00,41.00,45.10\r\n",
"99.00,32.00,48.00,60.10\r\n",
"40.00,97.00,94.00,78.40\r\n",
"58.00,41.00,49.00,50.10\r\n",
"98.00,81.00,93.00,92.10\r\n",
"70.00,81.00,86.00,80.20\r\n",
"68.00,58.00,60.00,62.00\r\n",
"66.00,44.00,21.00,39.10\r\n",
"55.00,71.00,24.00,42.70\r\n",
"72.00,35.00,61.00,59.10\r\n",
"86.00,58.00,66.00,70.40\r\n",
"87.00,72.00,34.00,57.50\r\n",
"80.00,100.00,69.00,78.50\r\n",
"43.00,57.00,61.00,54.80\r\n",
"87.00,39.00,75.00,71.40\r\n",
"78.00,43.00,67.00,65.50\r\n",
"48.00,88.00,88.00,76.00\r\n",
"97.00,34.00,29.00,50.40\r\n",
"22.00,28.00,44.00,34.20\r\n",
"20.00,41.00,28.00,28.20\r\n",
"57.00,95.00,31.00,51.60\r\n",
"97.00,48.00,57.00,67.20\r\n",
"30.00,86.00,22.00,37.20\r\n",
"83.00,95.00,47.00,67.40\r\n",
"56.00,47.00,39.00,45.70\r\n",
"37.00,89.00,98.00,77.90\r\n",
"72.00,85.00,50.00,63.60\r\n",
"65.00,59.00,95.00,78.80\r\n",
"21.00,90.00,99.00,73.80\r\n",
"75.00,76.00,99.00,87.20\r\n",
"79.00,39.00,66.00,64.50\r\n",
"93.00,82.00,92.00,90.30\r\n",
"79.00,56.00,97.00,83.40\r\n",
"69.00,30.00,53.00,53.20\r\n",
"46.00,100.00,43.00,55.30\r\n",
"97.00,58.00,97.00,89.20\r\n",
"89.00,40.00,44.00,56.70\r\n",
"86.00,77.00,77.00,79.70\r\n",
"55.00,66.00,56.00,57.70\r\n",
"24.00,78.00,87.00,66.30\r\n",
"23.00,93.00,60.00,55.50\r\n",
"41.00,62.00,86.00,67.70\r\n",
"60.00,80.00,73.00,70.50\r\n",
"21.00,96.00,72.00,61.50\r\n",
"21.00,33.00,92.00,58.90\r\n",
"55.00,59.00,97.00,76.80\r\n",
"94.00,87.00,77.00,84.10\r\n",
"96.00,74.00,59.00,73.10\r\n",
"73.00,90.00,64.00,71.90\r\n",
"32.00,70.00,94.00,70.60\r\n",
"67.00,25.00,43.00,46.60\r\n",
"69.00,23.00,57.00,53.80\r\n",
"22.00,27.00,28.00,26.00\r\n",
"20.00,33.00,80.00,52.60\r\n",
"40.00,43.00,75.00,58.10\r\n",
"35.00,91.00,56.00,56.70\r\n",
"73.00,43.00,88.00,74.50\r\n",
"79.00,90.00,84.00,83.70\r\n",
"98.00,37.00,64.00,68.80\r\n",
"80.00,80.00,23.00,51.50\r\n",
"65.00,31.00,20.00,35.70\r\n",
"71.00,45.00,60.00,60.30\r\n",
"56.00,61.00,49.00,53.50\r\n",
"95.00,65.00,66.00,74.50\r\n",
"71.00,81.00,36.00,55.50\r\n",
"65.00,44.00,100.00,78.30\r\n",
"31.00,38.00,21.00,27.40\r\n",
"99.00,99.00,70.00,84.50\r\n",
"71.00,62.00,66.00,66.70\r\n",
"94.00,32.00,90.00,79.60\r\n",
"47.00,23.00,24.00,30.70\r\n",
"75.00,86.00,59.00,69.20\r\n",
"74.00,88.00,96.00,87.80\r\n",
"46.00,39.00,99.00,71.10\r\n",
"98.00,94.00,60.00,78.20\r\n",
"54.00,55.00,46.00,50.20\r\n",
"24.00,52.00,23.00,29.10\r\n",
"22.00,71.00,76.00,58.80\r\n",
"70.00,37.00,58.00,57.40\r\n",
"71.00,43.00,62.00,60.90\r\n",
"40.00,47.00,76.00,59.40\r\n",
"40.00,78.00,41.00,48.10\r\n",
"68.00,82.00,68.00,70.80\r\n",
"86.00,34.00,86.00,75.60\r\n",
"98.00,52.00,74.00,76.80\r\n",
"30.00,86.00,96.00,74.20\r\n",
"72.00,42.00,34.00,47.00\r\n",
"80.00,100.00,54.00,71.00\r\n",
"27.00,72.00,82.00,63.50\r\n",
"85.00,30.00,46.00,54.50\r\n",
"34.00,64.00,59.00,52.50\r\n",
"50.00,52.00,61.00,55.90\r\n",
"79.00,20.00,69.00,62.20\r\n",
"20.00,64.00,64.00,50.80\r\n",
"37.00,73.00,69.00,60.20\r\n",
"71.00,84.00,44.00,60.10\r\n",
"76.00,69.00,44.00,58.60\r\n",
"88.00,85.00,76.00,81.40\r\n",
"31.00,35.00,60.00,46.30\r\n",
"50.00,26.00,98.00,69.20\r\n",
"51.00,84.00,31.00,47.60\r\n",
"84.00,52.00,92.00,81.60\r\n",
"32.00,39.00,81.00,57.90\r\n",
"87.00,24.00,54.00,57.90\r\n",
"24.00,100.00,77.00,65.70\r\n",
"20.00,80.00,81.00,62.50\r\n",
"37.00,80.00,90.00,72.10\r\n",
"74.00,98.00,100.00,91.80\r\n",
"24.00,54.00,22.00,29.00\r\n",
"90.00,89.00,43.00,66.30\r\n",
"93.00,43.00,44.00,58.50\r\n",
"84.00,36.00,64.00,64.40\r\n",
"91.00,77.00,82.00,83.70\r\n",
"67.00,60.00,45.00,54.60\r\n",
"26.00,47.00,72.00,53.20\r\n",
"83.00,86.00,42.00,63.10\r\n",
"31.00,78.00,39.00,44.40\r\n",
"66.00,34.00,71.00,62.10\r\n",
"29.00,85.00,44.00,47.70\r\n",
"52.00,100.00,71.00,71.10\r\n",
"39.00,69.00,47.00,49.00\r\n",
"71.00,42.00,41.00,50.20\r\n",
"49.00,42.00,40.00,43.10\r\n",
"37.00,35.00,72.00,54.10\r\n",
"95.00,100.00,37.00,67.00\r\n",
"100.00,25.00,50.00,60.00\r\n",
"84.00,46.00,64.00,66.40\r\n",
"80.00,71.00,70.00,73.20\r\n",
"38.00,99.00,96.00,79.20\r\n",
"65.00,70.00,35.00,51.00\r\n",
"94.00,64.00,46.00,64.00\r\n",
"87.00,70.00,74.00,77.10\r\n",
"78.00,87.00,96.00,88.80\r\n",
"51.00,94.00,69.00,68.60\r\n",
"22.00,58.00,46.00,41.20\r\n",
"32.00,34.00,35.00,33.90\r\n",
"94.00,57.00,65.00,72.10\r\n",
"72.00,65.00,34.00,51.60\r\n",
"28.00,29.00,24.00,26.20\r\n",
"73.00,40.00,79.00,69.40\r\n",
"57.00,98.00,61.00,67.20\r\n",
"81.00,64.00,49.00,61.60\r\n",
"23.00,38.00,40.00,34.50\r\n",
"51.00,66.00,33.00,45.00\r\n",
"43.00,71.00,21.00,37.60\r\n",
"70.00,93.00,68.00,73.60\r\n",
"41.00,35.00,36.00,37.30\r\n",
"25.00,46.00,86.00,59.70\r\n",
"43.00,81.00,35.00,46.60\r\n",
"28.00,90.00,85.00,68.90\r\n",
"35.00,58.00,94.00,69.10\r\n",
"55.00,35.00,70.00,58.50\r\n",
"84.00,80.00,71.00,76.70\r\n",
"35.00,81.00,92.00,72.70\r\n",
"65.00,71.00,59.00,63.20\r\n",
"38.00,91.00,60.00,59.60\r\n",
"37.00,48.00,30.00,35.70\r\n",
"23.00,62.00,69.00,53.80\r\n",
"37.00,43.00,26.00,32.70\r\n",
"100.00,36.00,38.00,56.20\r\n",
"89.00,61.00,69.00,73.40\r\n",
"69.00,94.00,100.00,89.50\r\n",
"67.00,93.00,71.00,74.20\r\n",
"40.00,73.00,42.00,47.60\r\n",
"71.00,78.00,57.00,65.40\r\n",
"95.00,68.00,35.00,59.60\r\n",
"75.00,100.00,75.00,80.00\r\n",
"24.00,41.00,97.00,63.90\r\n",
"46.00,99.00,32.00,49.60\r\n",
"71.00,26.00,91.00,72.00\r\n",
"61.00,42.00,74.00,63.70\r\n",
"81.00,53.00,86.00,77.90\r\n",
"30.00,37.00,98.00,65.40\r\n",
"50.00,38.00,92.00,68.60\r\n",
"35.00,83.00,37.00,45.60\r\n",
"36.00,32.00,54.00,44.20\r\n",
"64.00,44.00,29.00,42.50\r\n",
"62.00,49.00,67.00,61.90\r\n",
"98.00,98.00,78.00,88.00\r\n",
"56.00,57.00,35.00,45.70\r\n",
"31.00,91.00,23.00,39.00\r\n",
"74.00,26.00,92.00,73.40\r\n",
"54.00,25.00,57.00,49.70\r\n",
"52.00,39.00,20.00,33.40\r\n",
"85.00,84.00,29.00,56.80\r\n",
"83.00,91.00,59.00,72.60\r\n",
"42.00,23.00,34.00,34.20\r\n",
"50.00,51.00,66.00,58.20\r\n",
"24.00,81.00,56.00,51.40\r\n",
"49.00,66.00,41.00,48.40\r\n",
"64.00,91.00,65.00,69.90\r\n",
"45.00,77.00,34.00,45.90\r\n",
"76.00,79.00,93.00,85.10\r\n",
"77.00,42.00,58.00,60.50\r\n",
"72.00,69.00,35.00,52.90\r\n",
"92.00,63.00,60.00,70.20\r\n",
"32.00,88.00,30.00,42.20\r\n",
"67.00,57.00,42.00,52.50\r\n",
"73.00,60.00,78.00,72.90\r\n",
"64.00,94.00,57.00,66.50\r\n",
"82.00,44.00,35.00,50.90\r\n",
"31.00,64.00,29.00,36.60\r\n",
"70.00,48.00,52.00,56.60\r\n",
"92.00,36.00,20.00,44.80\r\n",
"43.00,24.00,68.00,51.70\r\n",
"23.00,88.00,63.00,56.00\r\n",
"51.00,66.00,69.00,63.00\r\n",
"49.00,90.00,47.00,56.20\r\n",
"80.00,72.00,98.00,87.40\r\n",
"27.00,58.00,60.00,49.70\r\n",
"99.00,62.00,58.00,71.10\r\n",
"70.00,71.00,91.00,80.70\r\n",
"92.00,39.00,76.00,73.40\r\n"
]
}
],
"source": [
"! cat datasets/climate_results.csv"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dbb492ad",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "c4d6c1b8",
"metadata": {},
"source": [
"## 4. Bonus # 2\n",
"Now let us read an image file from disk and load it into a numPy array for image processing task"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "92a6e67e",
"metadata": {},
"outputs": [],
"source": [
"from PIL import Image"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "53b46a8f",
"metadata": {},
"outputs": [],
"source": [
"rgb_img = Image.open(\"datasets/speech.jpg\")"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "dfb17824",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'RGB'"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rgb_img.mode"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "fe068dcd",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(720, 479)"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rgb_img.size"
]
},
{
"cell_type": "markdown",
"id": "d9d64c7d",
"metadata": {},
"source": [
"When translating a color image to greyscale (mode \"L\"), the library uses the ITU-R 601-2 luma transform::\n",
"```\n",
" L = R * 299/1000 + G * 587/1000 + B * 114/1000\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "c605c127",
"metadata": {},
"outputs": [],
"source": [
"grey_img = rgb_img.convert('L')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "a2fed8de",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'L'"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grey_img.mode"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "4d96848a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(720, 479)"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grey_img.size"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2cb3aac5",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 43,
"id": "0f88251d",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rgb_img"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "711af295",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "f579cd64",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "87c67996",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 44,
"id": "69664262",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grey_img"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b4a3c350",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"id": "97616bb7",
"metadata": {},
"source": [
"#### Let us convert the two images to a NumPy array"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "5eb796f4",
"metadata": {},
"outputs": [],
"source": [
"rgb_img_array = np.array(rgb_img)"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "171eac4a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(479, 720, 3)"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rgb_img_array.shape"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "23aa3881",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[[252, 254, 253],\n",
" [253, 255, 254],\n",
" [253, 255, 254],\n",
" ...,\n",
" [191, 200, 233],\n",
" [180, 188, 224],\n",
" [190, 198, 235]],\n",
"\n",
" [[252, 254, 253],\n",
" [252, 254, 253],\n",
" [252, 254, 253],\n",
" ...,\n",
" [173, 182, 215],\n",
" [155, 163, 199],\n",
" [159, 167, 204]],\n",
"\n",
" [[251, 253, 252],\n",
" [251, 253, 252],\n",
" [251, 253, 252],\n",
" ...,\n",
" [150, 159, 192],\n",
" [122, 130, 166],\n",
" [120, 128, 165]],\n",
"\n",
" ...,\n",
"\n",
" [[ 24, 37, 43],\n",
" [ 24, 37, 43],\n",
" [ 24, 37, 43],\n",
" ...,\n",
" [209, 217, 236],\n",
" [209, 217, 236],\n",
" [209, 217, 236]],\n",
"\n",
" [[ 24, 37, 43],\n",
" [ 24, 37, 43],\n",
" [ 24, 37, 43],\n",
" ...,\n",
" [209, 217, 236],\n",
" [209, 217, 236],\n",
" [209, 217, 236]],\n",
"\n",
" [[ 23, 36, 42],\n",
" [ 23, 36, 42],\n",
" [ 23, 36, 42],\n",
" ...,\n",
" [209, 217, 236],\n",
" [209, 217, 236],\n",
" [209, 217, 236]]], dtype=uint8)"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rgb_img_array"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "6668464c",
"metadata": {},
"outputs": [],
"source": [
"grey_img_array = np.array(grey_img)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "ae32ca23",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(479, 720)"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grey_img_array.shape"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "a30a77a0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[253, 254, 254, ..., 201, 190, 200],\n",
" [253, 253, 253, ..., 183, 165, 169],\n",
" [252, 252, 252, ..., 160, 132, 130],\n",
" ...,\n",
" [ 34, 34, 34, ..., 217, 217, 217],\n",
" [ 34, 34, 34, ..., 217, 217, 217],\n",
" [ 33, 33, 33, ..., 217, 217, 217]], dtype=uint8)"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"grey_img_array"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9340d881",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "99e86507",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "468437c0",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "1a62d6fa",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "2bbd936f",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "55a0f529",
"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": "3.9.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}