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@Ptolemu5
Created March 7, 2024 05:45
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "e362bf0f",
"metadata": {},
"outputs": [],
"source": [
"\n",
"#Metadata, essentially data about data, typically holds limited intrinsic value but finds applicability across various domains. It can be crafted manually for enhanced precision or automatically generated to encompass fundamental details. Its primary functions include tracking, categorization, and examination.\n",
"#Metadata comprises six principal types:\n",
"\n",
"#Structural Metadata: Defines the organization and arrangement of data elements.\n",
"#Descriptive Metadata: Provides information to facilitate the understanding and retrieval of data.\n",
"#Preservation Metadata: Ensures the long-term accessibility and usability of data.\n",
"#Administrative Metadata: Manages the administrative aspects of data, such as ownership and access rights.\n",
"#Provenance Metadata: Documents the origin and history of data, ensuring its authenticity and reliability.\n",
"#Definitional Metadata: Offers definitions and contextual information about data elements."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "16402256",
"metadata": {},
"outputs": [],
"source": [
"#Data science is the systematic approach of converting data into valuable insights to facilitate informed decision-making. Its objective is to extract actionable value from data.\n",
"#Data: Data denotes the raw information, including facts, figures, and statistics, gathered and stored for analysis. It can manifest in various formats such as numerical values, textual content, images, or any other representation of information.\n",
"#Data Science: Data science is an interdisciplinary field that employs scientific methodologies, algorithms, and systems to extract insights and knowledge from both structured and unstructured data. It merges expertise from statistics, mathematics, computer science, and domain-specific knowledge to scrutinize and interpret intricate datasets. The aim of data science is to unveil patterns, trends, and valuable insights from data to aid in business decision-making, problem-solving, or gaining a competitive edge.\n",
"#Data Scientist: A data scientist is a professional equipped with a blend of skills in statistics, mathematics, programming, and domain knowledge. They utilize these skills to analyze extensive and complex datasets, develop algorithms, and construct predictive models to extract meaningful insights. Data scientists focus on identifying patterns, trends, and correlations within data to support organizations in making data-informed decisions. \n",
"#Additionally, they are pivotal in designing and implementing machine learning models, constructing data pipelines, and conveying findings to non-technical stakeholders.\n",
"#Foundational Aspects of Data Science:\n",
"#Mathematics: Mathematics forms the cornerstone of data science, furnishing the theoretical underpinning for various algorithms and statistical methods. Concepts such as statistics, linear algebra, calculus, and probability theory are indispensable in data science for tasks like inference, hypothesis testing, understanding data uncertainty, matrix operations, and optimization problems.\n",
"#Technology: Technology encompasses the array of tools, programming languages, and platforms utilized to process, analyze, and manage data. Widely-used programming languages like Python and R facilitate data manipulation, analysis, and machine learning model development. Big data technologies such as Apache Hadoop and Spark are employed for handling large-scale datasets, while database management systems like SQL and NoSQL databases are utilized for data storage and retrieval. Cloud computing platforms offer scalable and cost-efficient infrastructure for data storage and processing.\n",
"#Visualization: Visualization involves representing data graphically to facilitate the comprehension of patterns, trends, and insights. Tools like Matplotlib, Seaborn, and Tableau assist in creating charts, graphs, and dashboards. Effective visualization aids data scientists in communicating complex findings clearly to both technical and non-technical stakeholders, thereby enhancing exploratory data analysis and supporting result interpretation.\n",
"#Communication: Communication plays a pivotal role in translating technical findings into actionable insights for decision-making. Data scientists must effectively convey their results to stakeholders, including business leaders and policymakers. Clear and concise communication is essential to ensure that data-driven insights are understood and utilized. Moreover, communication skills foster collaboration between data scientists and other professionals with varying technical backgrounds."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "cd10a4b9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"#fff\n",
"4\n",
"1\n",
"4\n",
"5\n",
"1\n",
" 2\n",
" 3\n",
" 4\n",
" 5\n",
" 6\n",
" 7\n",
"8\n",
"[1, 3, 4, 5]\n",
"['a', 2, 'b', 'c']\n",
"[1, 3, 4, 5, 'a', 2, 'b', 'c']\n",
"['a', 2000, 'i', 'o', 'u']\n",
"['a', 'e', 'i', 'o', 'u']\n",
"[0, 1, 2, 3, 4, 5]\n",
"[2, 4, 3, 1, 0, 5]\n",
"[5, 4, 3, 2, 1, 0]\n",
"[5, 4, 3, 2, 1, 0]\n",
"count of 1: 4\n",
"\n",
"1st index of 1: 1\n",
"\n",
"2nd index of 1: 4\n",
"\n",
"[0, 2, 4]\n",
"[1, 3, 5]\n",
"[1, 3, 5, 3, 5, 7, 5, 7, 9]\n",
"original\n",
"[1, 5, 2, 4, 3] \n",
"\n",
"after modified descending bubble sort\n",
"[5, 4, 3, 2, 1]\n",
"['a', 1, 'b', 2, 'c', 3] \n",
"\n",
"['a', 'b', 'c'] \n",
"\n",
"[1, 2, 3]\n"
]
}
],
"source": [
"#exercise1\n",
"x = [1, 'Hello', True, 1.093E-3, '#fff']\n",
"print(x[-1])\n",
"\n",
"#exercise2\n",
"x = [9, 3, 4, 1, 4, 5, 6, 3, 7, 8]\n",
"for i in x[2:6]:\n",
" print(i)\n",
" \n",
"#exercise3\n",
"x = [1, [2, [3], 4,[5]], [[[6]]], [7], 8]\n",
"for i in x:\n",
" if isinstance(i, list):\n",
" for j in i:\n",
" if isinstance(j, list):\n",
" for k in j:\n",
" if isinstance(k, list):\n",
" for y in k:\n",
" print(' ', y)\n",
" else:\n",
" print(' ', k)\n",
" else:\n",
" print(' ', j)\n",
" else:\n",
" print(i)\n",
" \n",
"#exercise4\n",
"x = [1, 2, 3, 4, 5]\n",
"y = ['a', 'b', 'c']\n",
"z = x.pop(1)\n",
"y.insert(1, z)\n",
"z = x + y\n",
"\n",
"print(x)\n",
"print(y)\n",
"print(z)\n",
"\n",
"#exercise5\n",
"a = 'aeiou'\n",
"b = tuple(a)\n",
"c = list(b)\n",
"d = c\n",
"e = list(d)\n",
"\n",
"c[1] = 2000\n",
"print(d)\n",
"print(e)\n",
"\n",
"#exercise6\n",
"#To get [0, 1, 2, 3, 4, 5]\n",
"x = sorted ([5, 0, 1, 3, 4, 2])\n",
"print(x)\n",
"\n",
"#To get [2, 4, 3, 1, 0, 5]\n",
"y = [5, 0, 1, 3, 4, 2][::-1]\n",
"print(y)\n",
"\n",
"#To get [5, 4, 3, 2, 1, 0]\n",
"z = sorted([5, 0, 1, 3, 4, 2], reverse=True)\n",
"print(z)\n",
"\n",
"#To get [5, 4, 3, 2, 1, 0] in two lines\n",
"zz = [5, 0, 1, 3, 4, 2]\n",
"yz = list(reversed(sorted(zz)))\n",
"print(yz)\n",
"\n",
"#exercise7\n",
"x = [0, 1, 2, 3, 1, 4, 5, 6, 1, 9, 9, 1]\n",
"\n",
"print('count of 1:', x.count(1))\n",
"print()\n",
"\n",
"c0 = x.index(1)\n",
"print('1st index of 1:', c0)\n",
"print()\n",
"\n",
"#wrongsyntax=c1 = x[c0 + 1:].index(1)\n",
"#correction=\n",
"c1 = x.index(1,c0 + 1)\n",
"print('2nd index of 1:', c1)\n",
"print()\n",
"\n",
"#exercise8\n",
"x = [i for i in range (0,5,2)]\n",
"y = [i for i in range (1,6,2)]\n",
"z = [i+j for i in x for j in y]\n",
"\n",
"print(x)\n",
"print(y)\n",
"print(z)\n",
"\n",
"#exercise9\n",
"x = [1, 5, 2, 4, 3]\n",
"\n",
"print('original'); print(x, '\\n')\n",
"\n",
"N = len(x)\n",
"\n",
"for i in range(N):\n",
" for j in range(i+1, N):\n",
" if x[i] < x[j]:\n",
" x[i], x[j] = x[j], x[i]\n",
"\n",
"print('after modified descending bubble sort'); print(x)\n",
"\n",
"#exercise10\n",
"def sep_odd_even_index(z):\n",
" N = len(z)\n",
" r = range(N)\n",
" x = [z[i] for i in r if i % 2 == 0]\n",
" y = [z[i] for i in r if i % 2 == 1]\n",
" return [x, y]\n",
"\n",
"mix = ['a', 1, 'b', 2, 'c', 3]\n",
"x, y = sep_odd_even_index(mix)\n",
"print(mix, '\\n')\n",
"print(x, '\\n')\n",
"print(y)\n",
"\n",
"#The purpose of the sep_odd_even_index function is to separate the elements of a list into two sublists based on their indices (even and odd). Heres a breakdown of how it works:\n",
"# 1. Input:\n",
"# The function takes a single argument z, which is the list to be separated.\n",
"# 2. Steps:\n",
"# Calculate list length: The function first calculates the length of the input list z and stores it in the variable N.\n",
"# Generate index range: It creates a range of numbers from 0 to N-1 using range(N). This range represents the indices of the elements in the list.\n",
"# Separate elements based on even/odd indices:\n",
"# The function uses list comprehension to create two sublists:\n",
"# x: This sublist contains elements from the original list z at even indices (0, 2, 4, ...). The condition i % 2 == 0 in the list comprehension filters the indices to select only even numbers.\n",
"# y: This sublist contains elements from the original list z at odd indices (1, 3, 5, ...). The condition i % 2 == 1 selects only odd indices.\n",
"# Return: The function returns a list containing the two sublists x and y.\n",
"# the output will be :\n",
"# ['a', 1, 'b', 2, 'c', 3] \n",
"# ['a', 'b', 'c'] \n",
"# [1, 2, 3]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "f013dadc",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 840x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 480x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 6 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from matplotlib import cm\n",
"\n",
"Warrior = [8, 9, 8, 9, 8, 9, 8, 9, 8, 9]\n",
"Archer = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"Assassin = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"Sweeper = [8, 7, 6, 5, 4, 9, 40, 50]\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.plot(Warrior, '-', color='tab:red', label='Warrior')\n",
"plt.plot(Archer, ':', color='tab:olive', label='Archer')\n",
"plt.plot(Assassin, '--', color='tab:blue', label='Assassin')\n",
"plt.plot(Sweeper, '-.', color='tab:purple', label='Sweeper')\n",
"\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"WR1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"WR2 = [5, 5, 5, 5, 5, 5, 5, 5, 5, 5]\n",
"\n",
"ARCH1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"ARCH2 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"\n",
"ASSN1 = [3, 4, 5, 6, 7, 8, 9, 10]\n",
"ASSN2 = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"\n",
"SWP1 = [3, 4, 5, 6, 7]\n",
"SWP2 = [8, 7, 6, 5, 4]\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"\n",
"plt.scatter(WR1, WR2, marker='o', color='tab:pink', label='WR')\n",
"plt.scatter(ARCH1, ARCH2, marker='^', color='tab:green', label='ARCH')\n",
"plt.scatter(ASSN1, ASSN2, marker='s', color='tab:blue', label='ASSN')\n",
"plt.scatter(SWP1, SWP2, marker='*', color='tab:red', label='SWP')\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"WR1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"WR2 = [5, 5, 5, 5, 5, 5, 5, 5, 5, 5]\n",
"\n",
"ARCH1 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"ARCH2 = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"\n",
"ASSN1 = [3, 4, 5, 6, 7, 8, 9, 10]\n",
"ASSN2 = [4, 1, 0, 1, 4, 9, 16, 25]\n",
"\n",
"SWP1 = [3, 4, 5, 6, 7]\n",
"SWP2 = [8, 7, 6, 5, 4]\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"\n",
"plt.plot(WR1, WR2, 'o-', color='tab:pink', label='WR')\n",
"plt.plot(ARCH1, ARCH2, '^', color='tab:green', label='ARCH')\n",
"plt.plot(ASSN1, ASSN2, 's:', color='tab:blue', label='ASSN')\n",
"plt.plot(SWP1, SWP2, '*-.', color='tab:red', label='SWP')\n",
"plt.legend()\n",
"plt.show()\n",
"\n",
"EX = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"BRV = [99, 96, 91, 84, 75, 64, 51, 64, 75, 84]\n",
"s = [50*(1+i) for i in range(10)]\n",
"\n",
"c = []\n",
"for i in range(10):\n",
" r = 0.1 * i\n",
" g = 0.5\n",
" b = 1 - 0.1 * i\n",
" c.append([r, g, b])\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('EX')\n",
"plt.ylabel('BRV')\n",
"\n",
"plt.scatter(EX, BRV, s=s, c=c)\n",
"plt.colorbar(label='Intensity')\n",
"plt.show()\n",
"\n",
"EX = np.linspace(0, 20, 20)\n",
"BRV = np.linspace(0, 10, 20)\n",
"X, Y = np.meshgrid(EX, BRV)\n",
"Z = np.sqrt((X - 5)**2 + (Y - 4)**2)\n",
"\n",
"plt.figure(figsize=(8.4, 4.8))\n",
"\n",
"plt.xlabel('EX')\n",
"plt.ylabel('BRV')\n",
"plt.grid()\n",
"\n",
"contour = plt.contour(X, Y, Z)\n",
"plt.clabel(contour)\n",
"plt.show()\n",
"\n",
"EX = np.linspace(0, 20, 20)\n",
"BRV = np.linspace(0, 10, 20)\n",
"X, Y = np.meshgrid(EX, BRV)\n",
"Z = np.sqrt((X - 5)**2 + (Y - 4)**2)\n",
"\n",
"EX_sub = X[4:13, 2:8]\n",
"BRV_sub = Y[4:13, 2:8]\n",
"Z_sub = Z[4:13, 2:8]\n",
"\n",
"plt.figure(figsize=(4.8, 4.8))\n",
"\n",
"plt.xlabel('EX')\n",
"plt.ylabel('BRV')\n",
"plt.grid()\n",
"\n",
"contour = plt.contour(EX_sub, BRV_sub, Z_sub)\n",
"plt.clabel(contour)\n",
"plt.show()\n",
"\n",
"\n",
"x = np.linspace(1, 4, 20)\n",
"y = np.linspace(1, 4, 20)\n",
"X, Y = np.meshgrid(x, y)\n",
"Z = np.sqrt((X - 2.5)**2 + (Y - 2.5)**2)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"\n",
"plt.subplot(2, 3, 1)\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"plt.title('cm.jet')\n",
"plt.contourf(X, Y, Z, cmap=cm.jet)\n",
"\n",
"plt.subplot(2, 3, 2)\n",
"plt.grid()\n",
"plt.title('cm.gray')\n",
"plt.contourf(X, Y, Z, cmap=cm.gray)\n",
"\n",
"plt.subplot(2, 3, 3)\n",
"plt.grid()\n",
"plt.title('cm.viridis')\n",
"plt.contourf(X, Y, Z, cmap=cm.viridis)\n",
"\n",
"plt.subplot(2, 3, 4)\n",
"plt.xlabel('x')\n",
"plt.ylabel('y')\n",
"plt.grid()\n",
"plt.title('cm.winter')\n",
"plt.contourf(X, Y, Z, cmap=cm.winter)\n",
"\n",
"plt.subplot(2, 3, 5)\n",
"plt.xlabel('x')\n",
"plt.grid()\n",
"plt.title('cm.seismic')\n",
"plt.contourf(X, Y, Z, cmap=cm.seismic)\n",
"\n",
"plt.subplot(2, 3, 6)\n",
"plt.xlabel('x')\n",
"plt.grid()\n",
"plt.title('cm.Set3')\n",
"plt.contourf(X, Y, Z, cmap=cm.Set3)\n",
"\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7e317f41",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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