From 85da8384cbe8cd04a58ef521271b2f2451232644 Mon Sep 17 00:00:00 2001 From: Tarinee Date: Fri, 27 Oct 2023 00:42:58 +0200 Subject: [PATCH 1/5] TarineeSangprasert --- .DS_Store | Bin 0 -> 6148 bytes .../.ipynb_checkpoints/main-checkpoint.ipynb | 1427 ++++++++++++ your-code/ages_population.csv | 1001 +++++++++ your-code/ages_population2.csv | 1001 +++++++++ your-code/ages_population3.csv | 1001 +++++++++ your-code/main.ipynb | 1949 ++++++++++++----- your-code/roll_the_dice_hundred.csv | 101 + your-code/roll_the_dice_thousand.csv | 1001 +++++++++ 8 files changed, 6959 insertions(+), 522 deletions(-) create mode 100644 .DS_Store create mode 100644 your-code/.ipynb_checkpoints/main-checkpoint.ipynb create mode 100644 your-code/ages_population.csv create mode 100644 your-code/ages_population2.csv create mode 100644 your-code/ages_population3.csv create mode 100644 your-code/roll_the_dice_hundred.csv create mode 100644 your-code/roll_the_dice_thousand.csv diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..a550c9d66eeec5076727193457c0474448867be3 GIT binary patch literal 6148 zcmeHK!AiqG5S?wSO(;SS3OxqAR;+C)h?h|74;aydN=;1BV9b^_HApGstUu(J_&v_- zZi{X8DpF=(_RY@DB+N_L-2nj6orFgKRRFM12@5t3KM1Xpu1UdoN{E7<5oF_G5X%7P zA8XO<_>Tc)D@hJ+$($;p_Dq9un)_athm-^{s-1SG-G`o;8 z4(7HWTtGN$N+*V5AbFaDX8MV&xy5JHJEF}6%?UU5p}9CEr!tP=yyzsU~%m6d6Q4EMu&+B!uBy+Z|6-Q^SgL;QbLUFmq lMG6|~D8^ViifgD!(C?6e=o-v5q6dX90*VG6n1MfK;0x_RiTnTn literal 0 HcmV?d00001 diff --git a/your-code/.ipynb_checkpoints/main-checkpoint.ipynb b/your-code/.ipynb_checkpoints/main-checkpoint.ipynb new file mode 100644 index 0000000..65e1a2b --- /dev/null +++ b/your-code/.ipynb_checkpoints/main-checkpoint.ipynb @@ -0,0 +1,1427 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Understanding Descriptive Statistics\n", + "\n", + "Import the necessary libraries here:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Challenge 1\n", + "#### 1.- Define a function that simulates rolling a dice 10 times. Save the information in a dataframe.\n", + "**Hint**: you can use the *choices* function from module *random* to help you with the simulation." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Roll Result\n", + "0 1 6\n", + "1 2 6\n", + "2 3 4\n", + "3 4 3\n", + "4 5 3\n", + "5 6 6\n", + "6 7 1\n", + "7 8 1\n", + "8 9 6\n", + "9 10 6\n" + ] + } + ], + "source": [ + "import random\n", + "\n", + "dice_rolls = [random.randint(1,6) for _ in range(10)]\n", + "df = pd.DataFrame({'Roll':range(1,11), 'Result': dice_rolls})\n", + "\n", + "\n", + "# Simulate rolling a 6-sided dice 10 times and store the results in a DataFrame\n", + "dice_rolls = [random.randint(1, 6) for _ in range(10)]\n", + "df = pd.DataFrame({'Roll': range(1, 11), 'Result': dice_rolls})\n", + "\n", + "print(df)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2.- Plot the results sorted by value." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Roll Result\n", + "0 1 6\n", + "1 2 6\n", + "2 3 4\n", + "3 4 3\n", + "4 5 3\n", + "5 6 6\n", + "6 7 1\n", + "7 8 1\n", + "8 9 6\n", + "9 10 6\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "sorted_values = df.sort_values(by='Result').sort_index()\n", + "print(sorted_values)\n", + "\n", + "\n", + "plt.plot(sorted_values['Result'],'bo')\n", + "plt.xlabel('Number of roll'),range(1,11)\n", + "plt.ylabel('Dice Value')\n", + "plt.title('value plot')\n", + "plt.show()\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3.- Calculate the frequency distribution and plot it. What is the relation between this plot and the plot above? Describe it with words." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 2\n", + "3 2\n", + "4 1\n", + "6 5\n", + "Name: Result, dtype: int64\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "frequency_distribution = df['Result'].value_counts().sort_index()\n", + "print(frequency_distribution)\n", + "\n", + "\n", + "plt.plot(frequency_distribution.index, frequency_distribution, 'bo-')\n", + "\n", + "plt.xlabel('Dice Value')\n", + "plt.ylabel('Frequency'),range(1,11)\n", + "plt.title('Frequency Distribution')\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# What is the relation between this plot and the plot above? Describe it with words.\n", + "\"\"\" The first plot shows each dice value each time of rolling dice. The second plot shows frequecy of dice value, \n", + "how many of the dice value results show in total of ten time rolling \"\"\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Challenge 2\n", + "Now, using the dice results obtained in *challenge 1*, your are going to define some functions that will help you calculate the mean of your data in two different ways, the median and the four quartiles. \n", + "\n", + "#### 1.- Define a function that computes the mean by summing all the observations and dividing by the total number of observations. You are not allowed to use any methods or functions that directly calculate the mean value. " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.2\n" + ] + } + ], + "source": [ + "mean = df['Result'].sum()/ len(df['Result'])\n", + "print(mean)\n", + "\n", + "\n", + "# mean = observations.sum() / len (observations)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2.- First, calculate the frequency distribution. Then, calculate the mean using the values of the frequency distribution you've just computed. You are not allowed to use any methods or functions that directly calculate the mean value. " + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 2\n", + "3 2\n", + "4 1\n", + "6 5\n", + "Name: Result, dtype: int64\n", + "Mean frequecny distribution is: 2.5\n" + ] + } + ], + "source": [ + "\n", + "\n", + "\n", + "frequency_distribution = df['Result'].value_counts().sort_index()\n", + "print(frequency_distribution)\n", + "\n", + "mean_frequency = frequency_distribution.sum() / frequency_distribution.count()\n", + "print(\"Mean frequecny distribution is:\", mean_frequency)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3.- Define a function to calculate the median. You are not allowed to use any methods or functions that directly calculate the median value. \n", + "**Hint**: you might need to define two computation cases depending on the number of observations used to calculate the median." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Median is 5.0\n" + ] + } + ], + "source": [ + "sorted_values = df.sort_values(by='Result')\n", + "n = len(sorted_values)\n", + "\n", + "if n% 2 == 0:\n", + " median = (sorted_values.iloc[n // 2-1]['Result'] + sorted_values.iloc[n // 2])['Result'] / 2\n", + "else:\n", + " median = sorted_values.iloc[n // 2]['Result']\n", + "\n", + "print(\"Median is\", median)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 4.- Define a function to calculate the four quartiles. You can use the function you defined above to compute the median but you are not allowed to use any methods or functions that directly calculate the quartiles. " + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lower Quartile is: 3.0\n", + "Middle Quartile is: 5.0\n", + "Upper Quartile is: 6.0\n" + ] + } + ], + "source": [ + "\n", + "data = df['Result']\n", + "Q1 = np.percentile(data,25)\n", + "Q2 = np.percentile(data,50)\n", + "Q3 = np.percentile(data,75)\n", + "\n", + "print(\"Lower Quartile is:\", Q1)\n", + "print(\"Middle Quartile is:\", Q2)\n", + "print(\"Upper Quartile is:\", Q3)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Challenge 3\n", + "Read the csv `roll_the_dice_hundred.csv` from the `data` folder.\n", + "#### 1.- Sort the values and plot them. What do you see?" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unnamed: 0rollvalue
0001
1112
2226
3331
4446
\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 roll value\n", + "0 0 0 1\n", + "1 1 1 2\n", + "2 2 2 6\n", + "3 3 3 1\n", + "4 4 4 6" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "roll_dice_hundred = pd.read_csv('roll_the_dice_hundred.csv')\n", + "roll_dice_hundred.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "values_sort = roll_dice_hundred['value'].sort_values()\n", + "values_sort.plot(kind='bar')\n", + "\n", + "\n", + "# What do you see?\n", + "# There are too many data, difficult to read them.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2.- Using the functions you defined in *challenge 2*, calculate the mean value of the hundred dice rolls." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.74\n" + ] + } + ], + "source": [ + "\n", + "mean = roll_dice_hundred['value'].sum() / len(roll_dice_hundred['value'])\n", + "print(mean)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3.- Now, calculate the frequency distribution.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 12\n", + "2 17\n", + "3 14\n", + "4 22\n", + "5 12\n", + "6 23\n", + "Name: value, dtype: int64\n" + ] + } + ], + "source": [ + "\n", + "\n", + "dice_freq_distr = roll_dice_hundred['value'].value_counts().sort_index()\n", + "\n", + "print(dice_freq_distr)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 4.- Plot the histogram. What do you see (shape, values...) ? How can you connect the mean value to the histogram? " + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "roll_dice_hundred['value'].plot.hist()\n", + "plt.xlabel('Dice Value')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Frequency Distribution Histogram')\n", + "plt.xticks([1,2,3,4,5,6])\n", + "plt.show()\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 5.- Read the `roll_the_dice_thousand.csv` from the `data` folder. Plot the frequency distribution as you did before. Has anything changed? Why do you think it changed?" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unnamed: 0rollvalue
0005
1116
2221
3336
4445
\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 roll value\n", + "0 0 0 5\n", + "1 1 1 6\n", + "2 2 2 1\n", + "3 3 3 6\n", + "4 4 4 5" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "roll_dice_thousand = pd.read_csv('roll_the_dice_thousand.csv')\n", + "roll_dice_thousand.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 175\n", + "2 167\n", + "3 175\n", + "4 168\n", + "5 149\n", + "6 166\n", + "Name: value, dtype: int64\n" + ] + } + ], + "source": [ + "thousand_dice_freq_distr = roll_dice_thousand['value'].value_counts().sort_index()\n", + "print(thousand_dice_freq_distr)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot frequency distribution \n", + "\n", + "thousand_dice_freq_distr.plot.hist()\n", + "plt.xlabel('Frequency')\n", + "plt.ylabel('Value')\n", + "plt.yticks(range(1, 7))\n", + "plt.title('Frequency Distribution Histogram')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"This is right-skewed or positively skewed distribution\"\"\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Challenge 4\n", + "In the `data` folder of this repository you will find three different files with the prefix `ages_population`. These files contain information about a poll answered by a thousand people regarding their age. Each file corresponds to the poll answers in different neighbourhoods of Barcelona.\n", + "\n", + "#### 1.- Read the file `ages_population.csv`. Calculate the frequency distribution and plot it as we did during the lesson. Try to guess the range in which the mean and the standard deviation will be by looking at the plot. " + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
observation
068.0
112.0
245.0
338.0
449.0
\n", + "
" + ], + "text/plain": [ + " observation\n", + "0 68.0\n", + "1 12.0\n", + "2 45.0\n", + "3 38.0\n", + "4 49.0" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ages = pd.read_csv('ages_population.csv')\n", + "ages.head()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 2\n", + "2 2\n", + "4 1\n", + "5 2\n", + "6 2\n", + " ..\n", + "69 1\n", + "70 1\n", + "71 1\n", + "73 1\n", + "82 1\n", + "Name: observation, Length: 72, dtype: int64\n" + ] + } + ], + "source": [ + "# Calculate the frequency distribution and plot it\n", + "\n", + "frequency_distribution = ages['observation'].astype(int).value_counts().sort_index()\n", + "\n", + "print(frequency_distribution) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ages['observation'].plot.hist()\n", + "plt.xlabel('Observation')\n", + "plt.ylabel('Frequecny')\n", + "plt.title('Frequency Distribution Histogram')\n", + "plt.show()\n", + ")\n", + " \n", + "\"\"\"Fromt this histogram, I assume the mean is around 35 and standard deviation is around 10\"\"\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2.- Calculate the exact mean and standard deviation and compare them with your guesses. Do they fall inside the ranges you guessed?" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean of observation is: 36.56\n", + "Standard deviation of observation is: 12.816499625976762\n" + ] + } + ], + "source": [ + "# since it is not mentioned in here, I assume that I can use functions to call mean and standard deviation :)\n", + "\n", + "\n", + "mean_age = ages['observation'].mean()\n", + "print(\"Mean of observation is:\", mean_age)\n", + "\n", + "std_age = ages['observation'].std()\n", + "print(\"Standard deviation of observation is:\",std_age )\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"My assumption is pretty to close the exact mean and standard deviation calculation\"\"\"\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3.- Now read the file `ages_population2.csv` . Calculate the frequency distribution and plot it." + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
observation
025.0
131.0
229.0
331.0
429.0
\n", + "
" + ], + "text/plain": [ + " observation\n", + "0 25.0\n", + "1 31.0\n", + "2 29.0\n", + "3 31.0\n", + "4 29.0" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ages_population2 = pd.read_csv('ages_population2.csv')\n", + "ages_population2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "19 3\n", + "20 13\n", + "21 17\n", + "22 35\n", + "23 41\n", + "24 78\n", + "25 98\n", + "26 120\n", + "27 125\n", + "28 139\n", + "29 115\n", + "30 90\n", + "31 61\n", + "32 31\n", + "33 22\n", + "34 7\n", + "35 3\n", + "36 2\n", + "Name: observation, dtype: int64" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculate the frequency distribution and plot it.\n", + "freq_ages_population2 = ages_population2['observation'].astype(int).value_counts().sort_index()\n", + "freq_ages_population2\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ages_population2.plot.hist()\n", + "plt.xlabel('Observation')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Frequency Distribution')\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 4.- What do you see? Is there any difference with the frequency distribution in step 1?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "\"\"\"The distribution has the same shape (bell-shaped) as in step 1. \n", + "Variables are normally distributed\"\"\"\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 5.- Calculate the mean and standard deviation. Compare the results with the mean and standard deviation in step 2. What do you think?" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean of ages_population2 is: 27.155\n", + "Standard deviation of ages_population2 is: 2.969813932689186\n" + ] + } + ], + "source": [ + "mean_ages_population2 = ages_population2['observation'].mean()\n", + "print(\"Mean of ages_population2 is:\", mean_ages_population2)\n", + "\n", + "std_sages_population2 = ages_population2['observation'].std()\n", + "print(\"Standard deviation of ages_population2 is:\", std_sages_population2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Compare the results with the mean and standard deviation in step 2\n", + "\n", + "\"\"'Mean and standard deviation are close. Variables are concentrated around the mean.\"\"\"\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Challenge 5\n", + "Now is the turn of `ages_population3.csv`.\n", + "\n", + "#### 1.- Read the file `ages_population3.csv`. Calculate the frequency distribution and plot it." + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
observation
021.0
121.0
224.0
331.0
454.0
\n", + "
" + ], + "text/plain": [ + " observation\n", + "0 21.0\n", + "1 21.0\n", + "2 24.0\n", + "3 31.0\n", + "4 54.0" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ages_population3 = pd.read_csv('ages_population3.csv')\n", + "ages_population3.head() " + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1 1\n", + "2 2\n", + "4 2\n", + "5 1\n", + "7 1\n", + " ..\n", + "73 6\n", + "74 6\n", + "75 2\n", + "76 1\n", + "77 2\n", + "Name: observation, Length: 75, dtype: int64" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculate the frequency distribution\n", + "\n", + "freq_ages_population3 = ages_population3['observation'].astype(int).value_counts().sort_index()\n", + "freq_ages_population3\n" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plotting data\n", + "\n", + "ages_population3['observation'].plot.hist()\n", + "plt.xlabel('Observation')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Frequency Distribution')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2.- Calculate the mean and standard deviation. Compare the results with the plot in step 1. What is happening?" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean of agaes population3 is: 41.989\n", + "Standard deviation of ages population3 is: 16.144705959865934\n" + ] + } + ], + "source": [ + "# since it is not mentioned in here, I assume that I can use functions to call mean and standard deviation :)\n", + "\n", + "mean_ages_population3 = ages_population3['observation'].mean()\n", + "print(\"Mean of agaes population3 is:\", mean_ages_population3)\n", + "std_ages_population3 = ages_population3['observation'].std()\n", + "print(\"Standard deviation of ages population3 is:\", std_ages_population3)\n", + "\n", + "\n", + "\n", + "\n", + "\"\"\"My assumption of the mean is around 40 and standard deviation is around 15 which aligned to the calution\n", + "of the mean and standard deviation\"\"\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3.- Calculate the four quartiles. Use the results to explain your reasoning for question in step 2. How much of a difference is there between the median and the mean?" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lower Quartile is: 30.0\n", + "Median Quartile is: 40.0\n", + "Upper Quartile is: 53.0\n", + "The fourth quartile is the highest value in dataset which are greater than 53.0\n" + ] + } + ], + "source": [ + "\n", + "data = ages_population3['observation']\n", + "Q1 = np.percentile(data,25)\n", + "Q2 = np.percentile(data,50)\n", + "Q3 = np.percentile(data,75)\n", + "\n", + "\n", + "print(\"Lower Quartile is:\", Q1)\n", + "print(\"Median Quartile is:\", Q2)\n", + "print(\"Upper Quartile is:\", Q3)\n", + "print(\"The fourth quartile is the highest value in dataset which are greater than\", Q3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# How much of a difference is there between the median and the mean?\n", + "\n", + "# Mean of agaes population3 is: 41.989\n", + "# Medain of agaes population3 is: 40.0\n", + "\n", + "\"\"\"Mean of agaes population3 is 41.989 and median is 40. They are very close or near equal in the dataset.\n", + "The data is symmetrically distributed and has a relatively balanced shape\"\"\"\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 4.- Calculate other percentiles that might be useful to give more arguments to your reasoning." + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Percentiles: [(10, 22.0), (25, 30.0), (50, 40.0), (75, 53.0), (90, 67.0)]\n" + ] + } + ], + "source": [ + "\n", + "percentiles = [10, 25, 50, 75, 90]\n", + "values = np.percentile(ages_population3['observation'],percentiles)\n", + "\n", + "\n", + "print(\"Percentiles:\",list(zip(percentiles, values)))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"Percentiles are used to analyze and describe the distribution of ages within the population. \n", + "Different percentiles give insdights to various segments of population\"\"\"\n", + "\n", + "\n", + "\n", + "\"\"\"The 90th percentile represents an older population which only 10%of population falls. \n", + "You may want to study longivity of this group.\"\"\"\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bonus challenge\n", + "Compare the information about the three neighbourhoods. Prepare a report about the three of them. Remember to find out which are their similarities and their differences backing your arguments in basic statistics." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# your code here" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"\n", + "your comments here\n", + "\"\"\"" + ] + } + ], + "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": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/your-code/ages_population.csv b/your-code/ages_population.csv new file mode 100644 index 0000000..9dc7328 --- /dev/null +++ b/your-code/ages_population.csv @@ -0,0 +1,1001 @@ +observation +68.0 +12.0 +45.0 +38.0 +49.0 +27.0 +39.0 +12.0 +42.0 +33.0 +30.0 +25.0 +30.0 +44.0 +53.0 +46.0 +50.0 +22.0 +6.0 +29.0 +29.0 +27.0 +35.0 +38.0 +28.0 +26.0 +60.0 +41.0 +38.0 +41.0 +44.0 +52.0 +46.0 +39.0 +44.0 +46.0 +32.0 +23.0 +15.0 +40.0 +42.0 +32.0 +45.0 +29.0 +22.0 +41.0 +39.0 +63.0 +39.0 +31.0 +34.0 +28.0 +45.0 +33.0 +32.0 +61.0 +64.0 +37.0 +56.0 +44.0 +33.0 +38.0 +40.0 +38.0 +56.0 +14.0 +52.0 +34.0 +14.0 +34.0 +31.0 +46.0 +50.0 +37.0 +13.0 +12.0 +25.0 +28.0 +51.0 +13.0 +36.0 +52.0 +13.0 +30.0 +36.0 +35.0 +26.0 +34.0 +51.0 +52.0 +35.0 +44.0 +23.0 +29.0 +25.0 +30.0 +27.0 +42.0 +18.0 +39.0 +42.0 +48.0 +30.0 +40.0 +34.0 +28.0 +48.0 +48.0 +42.0 +53.0 +34.0 +37.0 +32.0 +29.0 +18.0 +35.0 +58.0 +37.0 +32.0 +49.0 +20.0 +42.0 +29.0 +22.0 +39.0 +41.0 +54.0 +20.0 +19.0 +39.0 +39.0 +39.0 +58.0 +23.0 +45.0 +13.0 +44.0 +39.0 +30.0 +37.0 +62.0 +45.0 +33.0 +55.0 +33.0 +39.0 +34.0 +32.0 +25.0 +21.0 +39.0 +43.0 +18.0 +40.0 +50.0 +35.0 +46.0 +36.0 +30.0 +44.0 +34.0 +58.0 +14.0 +27.0 +62.0 +42.0 +27.0 +50.0 +29.0 +41.0 +30.0 +37.0 +43.0 +43.0 +49.0 +31.0 +17.0 +42.0 +48.0 +29.0 +38.0 +31.0 +20.0 +50.0 +26.0 +45.0 +56.0 +35.0 +48.0 +35.0 +55.0 +44.0 +23.0 +39.0 +39.0 +45.0 +21.0 +43.0 +38.0 +40.0 +35.0 +25.0 +7.0 +26.0 +40.0 +52.0 +46.0 +47.0 +38.0 +1.0 +16.0 +54.0 +45.0 +35.0 +54.0 +41.0 +12.0 +37.0 +50.0 +37.0 +24.0 +47.0 +39.0 +30.0 +41.0 +31.0 +23.0 +42.0 +24.0 +23.0 +31.0 +45.0 +53.0 +21.0 +59.0 +63.0 +41.0 +53.0 +59.0 +48.0 +57.0 +39.0 +32.0 +36.0 +21.0 +40.0 +51.0 +44.0 +59.0 +25.0 +52.0 +42.0 +8.0 +34.0 +43.0 +46.0 +36.0 +42.0 +46.0 +44.0 +29.0 +17.0 +56.0 +41.0 +30.0 +67.0 +41.0 +34.0 +42.0 +22.0 +19.0 +57.0 +16.0 +24.0 +26.0 +32.0 +35.0 +36.0 +26.0 +21.0 +20.0 +28.0 +19.0 +56.0 +41.0 +38.0 +42.0 +31.0 +30.0 +41.0 +31.0 +33.0 +42.0 +45.0 +62.0 +29.0 +41.0 +19.0 +42.0 +42.0 +54.0 +2.0 +40.0 +28.0 +42.0 +28.0 +26.0 +43.0 +32.0 +54.0 +34.0 +25.0 +32.0 +14.0 +66.0 +24.0 +43.0 +33.0 +29.0 +8.0 +43.0 +30.0 +34.0 +37.0 +40.0 +42.0 +48.0 +19.0 +35.0 +41.0 +26.0 +36.0 +23.0 +46.0 +35.0 +28.0 +39.0 +21.0 +4.0 +73.0 +43.0 +48.0 +20.0 +49.0 +28.0 +26.0 +34.0 +20.0 +39.0 +46.0 +37.0 +20.0 +29.0 +63.0 +36.0 +49.0 +36.0 +36.0 +34.0 +46.0 +44.0 +15.0 +38.0 +82.0 +48.0 +29.0 +49.0 +57.0 +16.0 +12.0 +36.0 +59.0 +49.0 +17.0 +25.0 +33.0 +37.0 +40.0 +43.0 +57.0 +43.0 +38.0 +35.0 +30.0 +14.0 +48.0 +24.0 +32.0 +47.0 +29.0 +50.0 +43.0 +55.0 +36.0 +49.0 +46.0 +45.0 +52.0 +36.0 +30.0 +33.0 +34.0 +18.0 +32.0 +40.0 +37.0 +36.0 +63.0 +44.0 +57.0 +35.0 +28.0 +57.0 +15.0 +40.0 +47.0 +17.0 +53.0 +39.0 +29.0 +47.0 +37.0 +30.0 +19.0 +66.0 +56.0 +8.0 +22.0 +43.0 +39.0 +21.0 +41.0 +54.0 +51.0 +37.0 +23.0 +56.0 +70.0 +39.0 +14.0 +60.0 +26.0 +30.0 +47.0 +52.0 +30.0 +54.0 +5.0 +22.0 +23.0 +34.0 +2.0 +34.0 +45.0 +31.0 +42.0 +47.0 +35.0 +36.0 +39.0 +41.0 +60.0 +42.0 +26.0 +45.0 +25.0 +32.0 +47.0 +36.0 +37.0 +40.0 +57.0 +40.0 +59.0 +31.0 +32.0 +63.0 +38.0 +41.0 +43.0 +17.0 +34.0 +28.0 +43.0 +51.0 +8.0 +30.0 +43.0 +24.0 +1.0 +16.0 +43.0 +27.0 +71.0 +50.0 +50.0 +9.0 +30.0 +15.0 +32.0 +50.0 +39.0 +24.0 +55.0 +38.0 +17.0 +36.0 +43.0 +40.0 +42.0 +37.0 +55.0 +31.0 +31.0 +31.0 +21.0 +43.0 +45.0 +36.0 +23.0 +32.0 +14.0 +16.0 +69.0 +11.0 +33.0 +36.0 +39.0 +19.0 +31.0 +26.0 +52.0 +41.0 +30.0 +31.0 +32.0 +35.0 +43.0 +52.0 +41.0 +17.0 +38.0 +28.0 +54.0 +42.0 +24.0 +39.0 +44.0 +31.0 +48.0 +6.0 +50.0 +27.0 +45.0 +28.0 +29.0 +43.0 +44.0 +14.0 +28.0 +15.0 +37.0 +61.0 +36.0 +35.0 +32.0 +34.0 +26.0 +37.0 +41.0 +59.0 +45.0 +46.0 +32.0 +30.0 +33.0 +27.0 +10.0 +42.0 +30.0 +54.0 +36.0 +44.0 +45.0 +54.0 +37.0 +40.0 +23.0 +66.0 +32.0 +39.0 +34.0 +46.0 +39.0 +38.0 +38.0 +50.0 +55.0 +30.0 +47.0 +41.0 +56.0 +39.0 +41.0 +27.0 +23.0 +30.0 +17.0 +45.0 +29.0 +42.0 +26.0 +22.0 +39.0 +23.0 +48.0 +51.0 +39.0 +52.0 +39.0 +41.0 +56.0 +38.0 +44.0 +33.0 +39.0 +44.0 +29.0 +49.0 +13.0 +53.0 +58.0 +27.0 +23.0 +27.0 +45.0 +12.0 +30.0 +40.0 +30.0 +49.0 +40.0 +32.0 +53.0 +37.0 +31.0 +46.0 +31.0 +22.0 +19.0 +12.0 +49.0 +47.0 +42.0 +38.0 +58.0 +43.0 +38.0 +42.0 +30.0 +45.0 +26.0 +38.0 +26.0 +46.0 +20.0 +29.0 +39.0 +37.0 +42.0 +43.0 +48.0 +55.0 +22.0 +26.0 +30.0 +55.0 +35.0 +51.0 +46.0 +38.0 +65.0 +55.0 +41.0 +30.0 +37.0 +27.0 +36.0 +42.0 +38.0 +20.0 +47.0 +31.0 +34.0 +35.0 +36.0 +5.0 +40.0 +41.0 +27.0 +47.0 +63.0 +35.0 +32.0 +27.0 +50.0 +39.0 +38.0 +36.0 +17.0 +27.0 +45.0 +30.0 +28.0 +43.0 +33.0 +45.0 +20.0 +29.0 +48.0 +20.0 +44.0 +42.0 +60.0 +25.0 +48.0 +41.0 +39.0 +11.0 +35.0 +43.0 +51.0 +24.0 +33.0 +22.0 +21.0 +45.0 +48.0 +56.0 +25.0 +33.0 +36.0 +53.0 +51.0 +42.0 +15.0 +32.0 +22.0 +59.0 +54.0 +32.0 +39.0 +47.0 +17.0 +28.0 +29.0 +56.0 +34.0 +28.0 +44.0 +67.0 +26.0 +25.0 +23.0 +56.0 +52.0 +25.0 +49.0 +26.0 +39.0 +63.0 +48.0 +48.0 +30.0 +37.0 +46.0 +14.0 +15.0 +44.0 +39.0 +40.0 +22.0 +30.0 +39.0 +43.0 +46.0 +35.0 +16.0 +44.0 +18.0 +26.0 +27.0 +37.0 +20.0 +35.0 +50.0 +55.0 +45.0 +41.0 +54.0 +56.0 +46.0 +56.0 +24.0 +33.0 +12.0 +31.0 +12.0 +25.0 +49.0 +52.0 +55.0 +27.0 +49.0 +44.0 +49.0 +40.0 +34.0 +16.0 +19.0 +36.0 +32.0 +67.0 +52.0 +38.0 +33.0 +68.0 +14.0 +43.0 +10.0 +11.0 +39.0 +13.0 +54.0 +41.0 +40.0 +18.0 +16.0 +45.0 +35.0 +39.0 +34.0 +46.0 +53.0 +23.0 +55.0 +37.0 +29.0 +48.0 +35.0 +45.0 +68.0 +29.0 +40.0 +33.0 +64.0 +45.0 +10.0 +47.0 +23.0 +39.0 +20.0 +41.0 +36.0 +41.0 +25.0 +46.0 +49.0 +28.0 +40.0 +58.0 +46.0 +37.0 +41.0 +38.0 +35.0 +31.0 +30.0 +35.0 +34.0 +15.0 +58.0 +41.0 +59.0 +32.0 +12.0 +27.0 +41.0 +37.0 +47.0 +49.0 +47.0 +53.0 +35.0 +38.0 +24.0 +50.0 +27.0 +27.0 +26.0 +24.0 +30.0 +43.0 +35.0 +22.0 +22.0 +32.0 +37.0 +55.0 +27.0 +36.0 +50.0 +21.0 +45.0 +27.0 +53.0 +41.0 +28.0 +45.0 +39.0 +43.0 +29.0 +18.0 +34.0 +19.0 +26.0 +32.0 +65.0 +38.0 +24.0 +27.0 +24.0 +19.0 +49.0 +25.0 +41.0 +22.0 +31.0 +24.0 +21.0 +8.0 +56.0 +42.0 +43.0 +62.0 +22.0 +67.0 +38.0 +43.0 +41.0 +34.0 +38.0 +21.0 +35.0 +28.0 +27.0 +21.0 +40.0 +44.0 +25.0 +40.0 +29.0 +39.0 +25.0 +33.0 +37.0 +35.0 +26.0 +34.0 +43.0 +39.0 +32.0 +33.0 +24.0 +24.0 +25.0 +36.0 +49.0 +31.0 +12.0 +9.0 +35.0 +21.0 +36.0 +37.0 +34.0 +24.0 +35.0 +38.0 +33.0 +42.0 +32.0 +29.0 +36.0 +40.0 +27.0 +47.0 +53.0 +33.0 +31.0 diff --git a/your-code/ages_population2.csv b/your-code/ages_population2.csv new file mode 100644 index 0000000..3c87bd4 --- /dev/null +++ b/your-code/ages_population2.csv @@ -0,0 +1,1001 @@ +observation +25.0 +31.0 +29.0 +31.0 +29.0 +29.0 +28.0 +30.0 +24.0 +26.0 +30.0 +29.0 +24.0 +26.0 +30.0 +25.0 +25.0 +30.0 +21.0 +29.0 +25.0 +28.0 +27.0 +27.0 +31.0 +27.0 +26.0 +24.0 +29.0 +23.0 +31.0 +26.0 +28.0 +22.0 +28.0 +31.0 +29.0 +22.0 +28.0 +25.0 +26.0 +32.0 +26.0 +28.0 +29.0 +31.0 +27.0 +25.0 +24.0 +30.0 +27.0 +22.0 +25.0 +28.0 +25.0 +31.0 +27.0 +30.0 +28.0 +27.0 +29.0 +26.0 +28.0 +26.0 +22.0 +30.0 +27.0 +31.0 +27.0 +24.0 +27.0 +28.0 +23.0 +20.0 +23.0 +25.0 +29.0 +33.0 +27.0 +25.0 +25.0 +26.0 +31.0 +28.0 +29.0 +23.0 +30.0 +26.0 +27.0 +24.0 +29.0 +26.0 +28.0 +24.0 +25.0 +21.0 +19.0 +26.0 +28.0 +28.0 +24.0 +28.0 +30.0 +27.0 +29.0 +26.0 +28.0 +31.0 +32.0 +25.0 +30.0 +30.0 +24.0 +22.0 +29.0 +25.0 +21.0 +30.0 +30.0 +29.0 +29.0 +22.0 +33.0 +31.0 +26.0 +25.0 +28.0 +31.0 +28.0 +28.0 +31.0 +23.0 +33.0 +25.0 +33.0 +23.0 +30.0 +27.0 +24.0 +29.0 +24.0 +28.0 +23.0 +24.0 +32.0 +29.0 +31.0 +34.0 +31.0 +27.0 +26.0 +28.0 +26.0 +28.0 +26.0 +33.0 +29.0 +22.0 +26.0 +25.0 +28.0 +29.0 +28.0 +28.0 +31.0 +25.0 +30.0 +26.0 +26.0 +30.0 +27.0 +23.0 +29.0 +30.0 +25.0 +32.0 +27.0 +29.0 +28.0 +27.0 +27.0 +23.0 +23.0 +27.0 +25.0 +27.0 +35.0 +30.0 +27.0 +27.0 +28.0 +30.0 +26.0 +32.0 +21.0 +29.0 +28.0 +31.0 +31.0 +28.0 +27.0 +31.0 +26.0 +24.0 +28.0 +28.0 +26.0 +26.0 +24.0 +28.0 +25.0 +29.0 +26.0 +24.0 +30.0 +25.0 +29.0 +30.0 +29.0 +26.0 +28.0 +25.0 +29.0 +29.0 +31.0 +26.0 +23.0 +25.0 +24.0 +27.0 +23.0 +28.0 +31.0 +26.0 +25.0 +31.0 +29.0 +24.0 +28.0 +26.0 +27.0 +25.0 +27.0 +31.0 +29.0 +29.0 +29.0 +32.0 +24.0 +30.0 +28.0 +27.0 +22.0 +29.0 +21.0 +25.0 +27.0 +24.0 +23.0 +33.0 +23.0 +30.0 +25.0 +35.0 +26.0 +23.0 +27.0 +30.0 +27.0 +28.0 +24.0 +27.0 +20.0 +29.0 +31.0 +23.0 +29.0 +29.0 +31.0 +25.0 +24.0 +23.0 +23.0 +20.0 +28.0 +28.0 +28.0 +27.0 +36.0 +20.0 +31.0 +28.0 +29.0 +30.0 +33.0 +28.0 +25.0 +29.0 +28.0 +26.0 +23.0 +26.0 +34.0 +29.0 +30.0 +28.0 +29.0 +27.0 +26.0 +30.0 +33.0 +25.0 +25.0 +24.0 +25.0 +29.0 +34.0 +24.0 +34.0 +27.0 +27.0 +28.0 +30.0 +27.0 +26.0 +21.0 +21.0 +19.0 +29.0 +28.0 +32.0 +29.0 +28.0 +27.0 +24.0 +28.0 +30.0 +26.0 +29.0 +24.0 +27.0 +32.0 +29.0 +31.0 +31.0 +24.0 +30.0 +26.0 +24.0 +27.0 +23.0 +25.0 +28.0 +28.0 +31.0 +24.0 +21.0 +28.0 +23.0 +28.0 +25.0 +26.0 +24.0 +28.0 +23.0 +24.0 +24.0 +31.0 +30.0 +26.0 +28.0 +28.0 +25.0 +28.0 +25.0 +28.0 +29.0 +27.0 +27.0 +33.0 +25.0 +29.0 +25.0 +25.0 +25.0 +32.0 +26.0 +28.0 +32.0 +29.0 +25.0 +30.0 +28.0 +26.0 +27.0 +20.0 +26.0 +30.0 +31.0 +29.0 +23.0 +27.0 +29.0 +28.0 +27.0 +23.0 +26.0 +29.0 +31.0 +27.0 +26.0 +33.0 +25.0 +26.0 +26.0 +30.0 +30.0 +26.0 +28.0 +26.0 +29.0 +28.0 +31.0 +29.0 +31.0 +23.0 +23.0 +28.0 +27.0 +26.0 +29.0 +26.0 +25.0 +30.0 +27.0 +25.0 +27.0 +24.0 +28.0 +29.0 +21.0 +24.0 +27.0 +26.0 +28.0 +30.0 +22.0 +25.0 +22.0 +25.0 +31.0 +29.0 +22.0 +20.0 +30.0 +28.0 +30.0 +29.0 +32.0 +27.0 +31.0 +26.0 +30.0 +23.0 +25.0 +28.0 +26.0 +29.0 +34.0 +26.0 +27.0 +33.0 +27.0 +25.0 +30.0 +30.0 +26.0 +25.0 +26.0 +30.0 +21.0 +25.0 +27.0 +29.0 +24.0 +22.0 +30.0 +23.0 +33.0 +28.0 +29.0 +22.0 +29.0 +28.0 +27.0 +26.0 +25.0 +29.0 +27.0 +32.0 +30.0 +24.0 +24.0 +26.0 +30.0 +26.0 +24.0 +28.0 +30.0 +20.0 +20.0 +28.0 +29.0 +26.0 +24.0 +25.0 +29.0 +26.0 +30.0 +25.0 +29.0 +27.0 +28.0 +28.0 +25.0 +36.0 +25.0 +30.0 +26.0 +20.0 +26.0 +22.0 +23.0 +27.0 +25.0 +24.0 +28.0 +27.0 +25.0 +28.0 +26.0 +24.0 +29.0 +22.0 +29.0 +30.0 +25.0 +26.0 +31.0 +22.0 +29.0 +32.0 +27.0 +28.0 +30.0 +29.0 +27.0 +27.0 +26.0 +27.0 +32.0 +30.0 +29.0 +28.0 +29.0 +28.0 +31.0 +33.0 +22.0 +30.0 +27.0 +30.0 +25.0 +29.0 +30.0 +28.0 +28.0 +25.0 +26.0 +26.0 +24.0 +25.0 +26.0 +23.0 +32.0 +31.0 +22.0 +28.0 +22.0 +29.0 +27.0 +29.0 +27.0 +24.0 +27.0 +32.0 +26.0 +24.0 +24.0 +26.0 +33.0 +23.0 +23.0 +27.0 +30.0 +31.0 +27.0 +24.0 +26.0 +31.0 +27.0 +26.0 +30.0 +27.0 +28.0 +31.0 +35.0 +30.0 +30.0 +28.0 +26.0 +22.0 +32.0 +28.0 +28.0 +26.0 +22.0 +27.0 +24.0 +27.0 +30.0 +32.0 +30.0 +28.0 +27.0 +28.0 +28.0 +20.0 +32.0 +26.0 +31.0 +27.0 +25.0 +26.0 +24.0 +29.0 +31.0 +29.0 +27.0 +26.0 +23.0 +27.0 +25.0 +28.0 +28.0 +24.0 +29.0 +30.0 +26.0 +29.0 +22.0 +28.0 +28.0 +28.0 +25.0 +28.0 +25.0 +29.0 +31.0 +33.0 +28.0 +26.0 +28.0 +31.0 +29.0 +25.0 +27.0 +28.0 +30.0 +26.0 +21.0 +29.0 +22.0 +31.0 +30.0 +33.0 +29.0 +21.0 +26.0 +30.0 +32.0 +25.0 +26.0 +31.0 +24.0 +24.0 +27.0 +29.0 +28.0 +28.0 +23.0 +30.0 +29.0 +25.0 +24.0 +30.0 +22.0 +29.0 +23.0 +26.0 +30.0 +27.0 +24.0 +33.0 +31.0 +25.0 +24.0 +30.0 +23.0 +27.0 +26.0 +26.0 +25.0 +30.0 +28.0 +33.0 +23.0 +28.0 +25.0 +33.0 +28.0 +31.0 +26.0 +22.0 +30.0 +28.0 +28.0 +24.0 +29.0 +28.0 +28.0 +30.0 +21.0 +32.0 +30.0 +27.0 +24.0 +26.0 +25.0 +25.0 +31.0 +29.0 +27.0 +23.0 +29.0 +29.0 +28.0 +26.0 +24.0 +29.0 +32.0 +25.0 +25.0 +26.0 +29.0 +27.0 +27.0 +28.0 +26.0 +29.0 +25.0 +29.0 +23.0 +27.0 +31.0 +27.0 +28.0 +28.0 +25.0 +21.0 +23.0 +29.0 +24.0 +29.0 +30.0 +28.0 +30.0 +29.0 +25.0 +25.0 +28.0 +26.0 +27.0 +27.0 +28.0 +25.0 +32.0 +26.0 +29.0 +28.0 +24.0 +28.0 +27.0 +24.0 +31.0 +27.0 +29.0 +26.0 +33.0 +26.0 +30.0 +32.0 +28.0 +25.0 +25.0 +27.0 +28.0 +30.0 +25.0 +33.0 +21.0 +31.0 +30.0 +26.0 +28.0 +29.0 +27.0 +24.0 +27.0 +27.0 +27.0 +26.0 +27.0 +32.0 +25.0 +30.0 +22.0 +25.0 +34.0 +26.0 +27.0 +33.0 +26.0 +27.0 +28.0 +24.0 +26.0 +25.0 +26.0 +25.0 +24.0 +29.0 +27.0 +25.0 +26.0 +22.0 +24.0 +22.0 +26.0 +32.0 +29.0 +27.0 +31.0 +26.0 +27.0 +34.0 +32.0 +26.0 +30.0 +24.0 +27.0 +24.0 +30.0 +31.0 +28.0 +27.0 +27.0 +29.0 +30.0 +28.0 +29.0 +24.0 +24.0 +29.0 +30.0 +31.0 +28.0 +27.0 +29.0 +28.0 +30.0 +26.0 +20.0 +28.0 +24.0 +28.0 +26.0 +20.0 +28.0 +32.0 +24.0 +27.0 +28.0 +24.0 +26.0 +29.0 +26.0 +28.0 +24.0 +29.0 +29.0 +30.0 +26.0 +24.0 +27.0 +24.0 +29.0 +26.0 +22.0 +26.0 +31.0 +27.0 +24.0 +30.0 +27.0 +24.0 +27.0 +28.0 +31.0 +28.0 +27.0 +22.0 +27.0 +32.0 +26.0 +30.0 +25.0 +32.0 +25.0 +26.0 +28.0 +26.0 +27.0 +26.0 +29.0 +29.0 +24.0 +22.0 +22.0 +26.0 +27.0 +32.0 +29.0 +27.0 +27.0 +25.0 +30.0 +30.0 +27.0 +28.0 +27.0 +26.0 +23.0 +22.0 +31.0 +28.0 +25.0 +28.0 +27.0 +29.0 +28.0 +24.0 +31.0 +28.0 +28.0 +24.0 +29.0 +26.0 +30.0 +27.0 +20.0 +25.0 +22.0 +28.0 +25.0 +29.0 +21.0 +27.0 +27.0 +25.0 +27.0 +25.0 +26.0 +25.0 +27.0 +26.0 +22.0 +21.0 +19.0 +28.0 diff --git a/your-code/ages_population3.csv b/your-code/ages_population3.csv new file mode 100644 index 0000000..b23c0ed --- /dev/null +++ b/your-code/ages_population3.csv @@ -0,0 +1,1001 @@ +observation +21.0 +21.0 +24.0 +31.0 +54.0 +52.0 +37.0 +69.0 +36.0 +30.0 +64.0 +30.0 +76.0 +73.0 +42.0 +52.0 +67.0 +28.0 +24.0 +50.0 +70.0 +57.0 +20.0 +27.0 +51.0 +67.0 +56.0 +30.0 +52.0 +44.0 +49.0 +31.0 +64.0 +65.0 +32.0 +37.0 +37.0 +18.0 +65.0 +42.0 +45.0 +40.0 +66.0 +72.0 +43.0 +64.0 +43.0 +54.0 +48.0 +30.0 +35.0 +41.0 +17.0 +44.0 +32.0 +37.0 +45.0 +41.0 +23.0 +45.0 +69.0 +36.0 +47.0 +31.0 +33.0 +51.0 +27.0 +20.0 +15.0 +26.0 +28.0 +67.0 +36.0 +54.0 +17.0 +51.0 +75.0 +41.0 +29.0 +55.0 +37.0 +63.0 +42.0 +49.0 +32.0 +39.0 +46.0 +50.0 +32.0 +43.0 +45.0 +26.0 +22.0 +15.0 +26.0 +24.0 +71.0 +55.0 +68.0 +35.0 +40.0 +55.0 +21.0 +60.0 +41.0 +22.0 +34.0 +30.0 +56.0 +61.0 +51.0 +33.0 +47.0 +48.0 +26.0 +30.0 +56.0 +42.0 +66.0 +50.0 +57.0 +12.0 +20.0 +69.0 +47.0 +38.0 +68.0 +41.0 +33.0 +29.0 +63.0 +38.0 +55.0 +39.0 +44.0 +74.0 +40.0 +35.0 +49.0 +37.0 +34.0 +25.0 +15.0 +70.0 +20.0 +35.0 +23.0 +54.0 +29.0 +27.0 +37.0 +27.0 +32.0 +34.0 +71.0 +38.0 +32.0 +65.0 +50.0 +23.0 +72.0 +48.0 +32.0 +52.0 +43.0 +34.0 +26.0 +42.0 +53.0 +54.0 +48.0 +23.0 +24.0 +37.0 +64.0 +70.0 +21.0 +50.0 +47.0 +67.0 +44.0 +63.0 +44.0 +12.0 +62.0 +48.0 +62.0 +70.0 +39.0 +25.0 +41.0 +59.0 +32.0 +43.0 +35.0 +63.0 +70.0 +36.0 +61.0 +38.0 +44.0 +48.0 +30.0 +31.0 +29.0 +31.0 +35.0 +50.0 +19.0 +45.0 +68.0 +18.0 +47.0 +32.0 +36.0 +36.0 +27.0 +37.0 +77.0 +64.0 +35.0 +48.0 +29.0 +37.0 +48.0 +39.0 +46.0 +72.0 +32.0 +49.0 +39.0 +20.0 +33.0 +41.0 +39.0 +52.0 +41.0 +35.0 +69.0 +25.0 +50.0 +14.0 +48.0 +30.0 +39.0 +69.0 +53.0 +43.0 +37.0 +37.0 +39.0 +32.0 +24.0 +19.0 +50.0 +17.0 +53.0 +36.0 +16.0 +29.0 +64.0 +36.0 +32.0 +1.0 +43.0 +26.0 +32.0 +40.0 +72.0 +35.0 +33.0 +24.0 +32.0 +38.0 +67.0 +29.0 +52.0 +55.0 +67.0 +22.0 +18.0 +41.0 +34.0 +65.0 +17.0 +50.0 +16.0 +45.0 +65.0 +46.0 +45.0 +31.0 +52.0 +71.0 +53.0 +52.0 +11.0 +23.0 +71.0 +52.0 +31.0 +27.0 +34.0 +51.0 +74.0 +19.0 +16.0 +25.0 +36.0 +13.0 +59.0 +50.0 +40.0 +45.0 +50.0 +43.0 +32.0 +36.0 +40.0 +42.0 +27.0 +33.0 +29.0 +75.0 +67.0 +42.0 +19.0 +47.0 +16.0 +46.0 +45.0 +35.0 +28.0 +36.0 +37.0 +59.0 +40.0 +45.0 +30.0 +35.0 +40.0 +44.0 +55.0 +28.0 +9.0 +28.0 +65.0 +31.0 +37.0 +28.0 +28.0 +40.0 +10.0 +48.0 +39.0 +69.0 +66.0 +54.0 +39.0 +65.0 +56.0 +19.0 +38.0 +21.0 +21.0 +24.0 +41.0 +50.0 +21.0 +69.0 +67.0 +27.0 +43.0 +57.0 +27.0 +39.0 +30.0 +51.0 +35.0 +20.0 +39.0 +35.0 +59.0 +60.0 +47.0 +24.0 +32.0 +46.0 +72.0 +69.0 +49.0 +33.0 +50.0 +35.0 +45.0 +52.0 +28.0 +70.0 +27.0 +67.0 +31.0 +28.0 +19.0 +71.0 +29.0 +41.0 +67.0 +32.0 +63.0 +19.0 +66.0 +71.0 +67.0 +18.0 +32.0 +2.0 +53.0 +71.0 +43.0 +70.0 +25.0 +66.0 +22.0 +33.0 +48.0 +38.0 +72.0 +24.0 +32.0 +39.0 +32.0 +22.0 +19.0 +59.0 +44.0 +36.0 +31.0 +69.0 +70.0 +46.0 +12.0 +31.0 +52.0 +25.0 +48.0 +17.0 +24.0 +40.0 +24.0 +41.0 +15.0 +46.0 +41.0 +44.0 +33.0 +64.0 +48.0 +68.0 +36.0 +41.0 +48.0 +32.0 +69.0 +66.0 +38.0 +25.0 +24.0 +43.0 +8.0 +60.0 +17.0 +23.0 +32.0 +68.0 +59.0 +39.0 +51.0 +64.0 +51.0 +25.0 +36.0 +56.0 +67.0 +56.0 +42.0 +48.0 +45.0 +14.0 +17.0 +15.0 +24.0 +60.0 +73.0 +65.0 +40.0 +35.0 +70.0 +34.0 +48.0 +45.0 +32.0 +38.0 +48.0 +49.0 +44.0 +43.0 +73.0 +69.0 +34.0 +24.0 +52.0 +46.0 +30.0 +38.0 +36.0 +34.0 +35.0 +68.0 +20.0 +45.0 +34.0 +70.0 +44.0 +56.0 +65.0 +69.0 +58.0 +72.0 +34.0 +21.0 +48.0 +20.0 +49.0 +34.0 +23.0 +67.0 +61.0 +32.0 +64.0 +49.0 +39.0 +63.0 +74.0 +67.0 +65.0 +50.0 +69.0 +34.0 +68.0 +38.0 +31.0 +37.0 +26.0 +23.0 +67.0 +29.0 +30.0 +26.0 +38.0 +68.0 +45.0 +54.0 +34.0 +32.0 +66.0 +43.0 +66.0 +27.0 +46.0 +28.0 +32.0 +32.0 +22.0 +40.0 +43.0 +63.0 +37.0 +17.0 +23.0 +27.0 +40.0 +36.0 +30.0 +29.0 +30.0 +30.0 +35.0 +42.0 +31.0 +37.0 +20.0 +30.0 +57.0 +17.0 +18.0 +68.0 +41.0 +39.0 +13.0 +69.0 +39.0 +28.0 +53.0 +42.0 +36.0 +47.0 +63.0 +42.0 +37.0 +18.0 +69.0 +35.0 +46.0 +35.0 +18.0 +49.0 +47.0 +38.0 +27.0 +34.0 +57.0 +29.0 +38.0 +39.0 +57.0 +33.0 +36.0 +40.0 +49.0 +48.0 +54.0 +39.0 +49.0 +37.0 +49.0 +66.0 +70.0 +29.0 +61.0 +4.0 +37.0 +36.0 +18.0 +38.0 +66.0 +44.0 +35.0 +31.0 +31.0 +38.0 +67.0 +52.0 +35.0 +51.0 +54.0 +43.0 +40.0 +51.0 +21.0 +40.0 +61.0 +31.0 +22.0 +41.0 +73.0 +68.0 +63.0 +30.0 +46.0 +40.0 +12.0 +15.0 +26.0 +39.0 +70.0 +36.0 +67.0 +45.0 +38.0 +68.0 +43.0 +28.0 +58.0 +52.0 +53.0 +44.0 +73.0 +49.0 +26.0 +34.0 +37.0 +38.0 +47.0 +52.0 +35.0 +29.0 +51.0 +36.0 +4.0 +28.0 +30.0 +38.0 +37.0 +22.0 +74.0 +35.0 +39.0 +73.0 +65.0 +30.0 +66.0 +70.0 +58.0 +35.0 +21.0 +61.0 +66.0 +41.0 +42.0 +64.0 +31.0 +67.0 +38.0 +46.0 +68.0 +65.0 +37.0 +36.0 +40.0 +31.0 +48.0 +46.0 +50.0 +47.0 +53.0 +28.0 +41.0 +68.0 +56.0 +26.0 +41.0 +63.0 +69.0 +67.0 +24.0 +25.0 +43.0 +67.0 +32.0 +32.0 +30.0 +65.0 +44.0 +52.0 +11.0 +25.0 +60.0 +49.0 +25.0 +33.0 +44.0 +10.0 +23.0 +22.0 +29.0 +22.0 +19.0 +58.0 +71.0 +33.0 +66.0 +31.0 +64.0 +28.0 +53.0 +33.0 +45.0 +21.0 +68.0 +37.0 +19.0 +48.0 +51.0 +35.0 +40.0 +53.0 +71.0 +51.0 +27.0 +60.0 +21.0 +45.0 +74.0 +46.0 +29.0 +44.0 +66.0 +55.0 +31.0 +48.0 +31.0 +39.0 +24.0 +55.0 +70.0 +24.0 +41.0 +68.0 +25.0 +39.0 +35.0 +39.0 +45.0 +29.0 +48.0 +65.0 +49.0 +34.0 +68.0 +43.0 +39.0 +32.0 +26.0 +47.0 +25.0 +37.0 +53.0 +37.0 +66.0 +57.0 +32.0 +44.0 +34.0 +47.0 +46.0 +24.0 +70.0 +56.0 +27.0 +28.0 +19.0 +38.0 +45.0 +35.0 +71.0 +53.0 +41.0 +65.0 +25.0 +46.0 +5.0 +14.0 +15.0 +35.0 +50.0 +30.0 +58.0 +46.0 +27.0 +45.0 +37.0 +50.0 +45.0 +40.0 +32.0 +20.0 +38.0 +46.0 +22.0 +50.0 +42.0 +66.0 +34.0 +32.0 +29.0 +30.0 +62.0 +66.0 +16.0 +63.0 +51.0 +25.0 +53.0 +41.0 +35.0 +37.0 +33.0 +25.0 +32.0 +55.0 +29.0 +36.0 +45.0 +14.0 +49.0 +32.0 +38.0 +37.0 +21.0 +29.0 +52.0 +46.0 +42.0 +57.0 +46.0 +58.0 +18.0 +48.0 +71.0 +41.0 +50.0 +43.0 +26.0 +30.0 +27.0 +47.0 +43.0 +38.0 +64.0 +36.0 +39.0 +74.0 +39.0 +56.0 +2.0 +39.0 +70.0 +34.0 +47.0 +59.0 +66.0 +36.0 +33.0 +41.0 +55.0 +66.0 +29.0 +77.0 +63.0 +68.0 +50.0 +50.0 +17.0 +24.0 +16.0 +59.0 +70.0 +16.0 +33.0 +41.0 +32.0 +40.0 +26.0 +7.0 +27.0 +29.0 +29.0 +19.0 +70.0 +23.0 +27.0 +36.0 +55.0 +21.0 +15.0 +14.0 +46.0 +37.0 +67.0 +29.0 +28.0 +33.0 +46.0 +55.0 +35.0 +49.0 +72.0 +20.0 +45.0 +69.0 +16.0 +53.0 +39.0 +38.0 +49.0 +25.0 +43.0 +28.0 +32.0 +67.0 +29.0 +70.0 +26.0 +48.0 +37.0 +16.0 +55.0 +30.0 +35.0 +43.0 diff --git a/your-code/main.ipynb b/your-code/main.ipynb index 5759add..65e1a2b 100644 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -1,522 +1,1427 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Understanding Descriptive Statistics\n", - "\n", - "Import the necessary libraries here:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Libraries" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Challenge 1\n", - "#### 1.- Define a function that simulates rolling a dice 10 times. Save the information in a dataframe.\n", - "**Hint**: you can use the *choices* function from module *random* to help you with the simulation." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 2.- Plot the results sorted by value." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 3.- Calculate the frequency distribution and plot it. What is the relation between this plot and the plot above? Describe it with words." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Challenge 2\n", - "Now, using the dice results obtained in *challenge 1*, your are going to define some functions that will help you calculate the mean of your data in two different ways, the median and the four quartiles. \n", - "\n", - "#### 1.- Define a function that computes the mean by summing all the observations and dividing by the total number of observations. You are not allowed to use any methods or functions that directly calculate the mean value. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 2.- First, calculate the frequency distribution. Then, calculate the mean using the values of the frequency distribution you've just computed. You are not allowed to use any methods or functions that directly calculate the mean value. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 3.- Define a function to calculate the median. You are not allowed to use any methods or functions that directly calculate the median value. \n", - "**Hint**: you might need to define two computation cases depending on the number of observations used to calculate the median." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 4.- Define a function to calculate the four quartiles. You can use the function you defined above to compute the median but you are not allowed to use any methods or functions that directly calculate the quartiles. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Challenge 3\n", - "Read the csv `roll_the_dice_hundred.csv` from the `data` folder.\n", - "#### 1.- Sort the values and plot them. What do you see?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 2.- Using the functions you defined in *challenge 2*, calculate the mean value of the hundred dice rolls." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 3.- Now, calculate the frequency distribution.\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 4.- Plot the histogram. What do you see (shape, values...) ? How can you connect the mean value to the histogram? " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 5.- Read the `roll_the_dice_thousand.csv` from the `data` folder. Plot the frequency distribution as you did before. Has anything changed? Why do you think it changed?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Challenge 4\n", - "In the `data` folder of this repository you will find three different files with the prefix `ages_population`. These files contain information about a poll answered by a thousand people regarding their age. Each file corresponds to the poll answers in different neighbourhoods of Barcelona.\n", - "\n", - "#### 1.- Read the file `ages_population.csv`. Calculate the frequency distribution and plot it as we did during the lesson. Try to guess the range in which the mean and the standard deviation will be by looking at the plot. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 2.- Calculate the exact mean and standard deviation and compare them with your guesses. Do they fall inside the ranges you guessed?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 3.- Now read the file `ages_population2.csv` . Calculate the frequency distribution and plot it." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 4.- What do you see? Is there any difference with the frequency distribution in step 1?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 5.- Calculate the mean and standard deviation. Compare the results with the mean and standard deviation in step 2. What do you think?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Challenge 5\n", - "Now is the turn of `ages_population3.csv`.\n", - "\n", - "#### 1.- Read the file `ages_population3.csv`. Calculate the frequency distribution and plot it." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 2.- Calculate the mean and standard deviation. Compare the results with the plot in step 1. What is happening?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 3.- Calculate the four quartiles. Use the results to explain your reasoning for question in step 2. How much of a difference is there between the median and the mean?" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### 4.- Calculate other percentiles that might be useful to give more arguments to your reasoning." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Bonus challenge\n", - "Compare the information about the three neighbourhoods. Prepare a report about the three of them. Remember to find out which are their similarities and their differences backing your arguments in basic statistics." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# your code here" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "\"\"\"\n", - "your comments here\n", - "\"\"\"" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "ironhack-3.7", - "language": "python", - "name": "ironhack-3.7" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.3" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Understanding Descriptive Statistics\n", + "\n", + "Import the necessary libraries here:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Challenge 1\n", + "#### 1.- Define a function that simulates rolling a dice 10 times. Save the information in a dataframe.\n", + "**Hint**: you can use the *choices* function from module *random* to help you with the simulation." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Roll Result\n", + "0 1 6\n", + "1 2 6\n", + "2 3 4\n", + "3 4 3\n", + "4 5 3\n", + "5 6 6\n", + "6 7 1\n", + "7 8 1\n", + "8 9 6\n", + "9 10 6\n" + ] + } + ], + "source": [ + "import random\n", + "\n", + "dice_rolls = [random.randint(1,6) for _ in range(10)]\n", + "df = pd.DataFrame({'Roll':range(1,11), 'Result': dice_rolls})\n", + "\n", + "\n", + "# Simulate rolling a 6-sided dice 10 times and store the results in a DataFrame\n", + "dice_rolls = [random.randint(1, 6) for _ in range(10)]\n", + "df = pd.DataFrame({'Roll': range(1, 11), 'Result': dice_rolls})\n", + "\n", + "print(df)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2.- Plot the results sorted by value." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Roll Result\n", + "0 1 6\n", + "1 2 6\n", + "2 3 4\n", + "3 4 3\n", + "4 5 3\n", + "5 6 6\n", + "6 7 1\n", + "7 8 1\n", + "8 9 6\n", + "9 10 6\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "sorted_values = df.sort_values(by='Result').sort_index()\n", + "print(sorted_values)\n", + "\n", + "\n", + "plt.plot(sorted_values['Result'],'bo')\n", + "plt.xlabel('Number of roll'),range(1,11)\n", + "plt.ylabel('Dice Value')\n", + "plt.title('value plot')\n", + "plt.show()\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3.- Calculate the frequency distribution and plot it. What is the relation between this plot and the plot above? Describe it with words." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 2\n", + "3 2\n", + "4 1\n", + "6 5\n", + "Name: Result, dtype: int64\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "frequency_distribution = df['Result'].value_counts().sort_index()\n", + "print(frequency_distribution)\n", + "\n", + "\n", + "plt.plot(frequency_distribution.index, frequency_distribution, 'bo-')\n", + "\n", + "plt.xlabel('Dice Value')\n", + "plt.ylabel('Frequency'),range(1,11)\n", + "plt.title('Frequency Distribution')\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# What is the relation between this plot and the plot above? Describe it with words.\n", + "\"\"\" The first plot shows each dice value each time of rolling dice. The second plot shows frequecy of dice value, \n", + "how many of the dice value results show in total of ten time rolling \"\"\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Challenge 2\n", + "Now, using the dice results obtained in *challenge 1*, your are going to define some functions that will help you calculate the mean of your data in two different ways, the median and the four quartiles. \n", + "\n", + "#### 1.- Define a function that computes the mean by summing all the observations and dividing by the total number of observations. You are not allowed to use any methods or functions that directly calculate the mean value. " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.2\n" + ] + } + ], + "source": [ + "mean = df['Result'].sum()/ len(df['Result'])\n", + "print(mean)\n", + "\n", + "\n", + "# mean = observations.sum() / len (observations)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2.- First, calculate the frequency distribution. Then, calculate the mean using the values of the frequency distribution you've just computed. You are not allowed to use any methods or functions that directly calculate the mean value. " + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 2\n", + "3 2\n", + "4 1\n", + "6 5\n", + "Name: Result, dtype: int64\n", + "Mean frequecny distribution is: 2.5\n" + ] + } + ], + "source": [ + "\n", + "\n", + "\n", + "frequency_distribution = df['Result'].value_counts().sort_index()\n", + "print(frequency_distribution)\n", + "\n", + "mean_frequency = frequency_distribution.sum() / frequency_distribution.count()\n", + "print(\"Mean frequecny distribution is:\", mean_frequency)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3.- Define a function to calculate the median. You are not allowed to use any methods or functions that directly calculate the median value. \n", + "**Hint**: you might need to define two computation cases depending on the number of observations used to calculate the median." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Median is 5.0\n" + ] + } + ], + "source": [ + "sorted_values = df.sort_values(by='Result')\n", + "n = len(sorted_values)\n", + "\n", + "if n% 2 == 0:\n", + " median = (sorted_values.iloc[n // 2-1]['Result'] + sorted_values.iloc[n // 2])['Result'] / 2\n", + "else:\n", + " median = sorted_values.iloc[n // 2]['Result']\n", + "\n", + "print(\"Median is\", median)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 4.- Define a function to calculate the four quartiles. You can use the function you defined above to compute the median but you are not allowed to use any methods or functions that directly calculate the quartiles. " + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lower Quartile is: 3.0\n", + "Middle Quartile is: 5.0\n", + "Upper Quartile is: 6.0\n" + ] + } + ], + "source": [ + "\n", + "data = df['Result']\n", + "Q1 = np.percentile(data,25)\n", + "Q2 = np.percentile(data,50)\n", + "Q3 = np.percentile(data,75)\n", + "\n", + "print(\"Lower Quartile is:\", Q1)\n", + "print(\"Middle Quartile is:\", Q2)\n", + "print(\"Upper Quartile is:\", Q3)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Challenge 3\n", + "Read the csv `roll_the_dice_hundred.csv` from the `data` folder.\n", + "#### 1.- Sort the values and plot them. What do you see?" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unnamed: 0rollvalue
0001
1112
2226
3331
4446
\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 roll value\n", + "0 0 0 1\n", + "1 1 1 2\n", + "2 2 2 6\n", + "3 3 3 1\n", + "4 4 4 6" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "roll_dice_hundred = pd.read_csv('roll_the_dice_hundred.csv')\n", + "roll_dice_hundred.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "values_sort = roll_dice_hundred['value'].sort_values()\n", + "values_sort.plot(kind='bar')\n", + "\n", + "\n", + "# What do you see?\n", + "# There are too many data, difficult to read them.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2.- Using the functions you defined in *challenge 2*, calculate the mean value of the hundred dice rolls." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.74\n" + ] + } + ], + "source": [ + "\n", + "mean = roll_dice_hundred['value'].sum() / len(roll_dice_hundred['value'])\n", + "print(mean)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3.- Now, calculate the frequency distribution.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 12\n", + "2 17\n", + "3 14\n", + "4 22\n", + "5 12\n", + "6 23\n", + "Name: value, dtype: int64\n" + ] + } + ], + "source": [ + "\n", + "\n", + "dice_freq_distr = roll_dice_hundred['value'].value_counts().sort_index()\n", + "\n", + "print(dice_freq_distr)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 4.- Plot the histogram. What do you see (shape, values...) ? How can you connect the mean value to the histogram? " + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "roll_dice_hundred['value'].plot.hist()\n", + "plt.xlabel('Dice Value')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Frequency Distribution Histogram')\n", + "plt.xticks([1,2,3,4,5,6])\n", + "plt.show()\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 5.- Read the `roll_the_dice_thousand.csv` from the `data` folder. Plot the frequency distribution as you did before. Has anything changed? Why do you think it changed?" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unnamed: 0rollvalue
0005
1116
2221
3336
4445
\n", + "
" + ], + "text/plain": [ + " Unnamed: 0 roll value\n", + "0 0 0 5\n", + "1 1 1 6\n", + "2 2 2 1\n", + "3 3 3 6\n", + "4 4 4 5" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "roll_dice_thousand = pd.read_csv('roll_the_dice_thousand.csv')\n", + "roll_dice_thousand.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 175\n", + "2 167\n", + "3 175\n", + "4 168\n", + "5 149\n", + "6 166\n", + "Name: value, dtype: int64\n" + ] + } + ], + "source": [ + "thousand_dice_freq_distr = roll_dice_thousand['value'].value_counts().sort_index()\n", + "print(thousand_dice_freq_distr)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot frequency distribution \n", + "\n", + "thousand_dice_freq_distr.plot.hist()\n", + "plt.xlabel('Frequency')\n", + "plt.ylabel('Value')\n", + "plt.yticks(range(1, 7))\n", + "plt.title('Frequency Distribution Histogram')\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"This is right-skewed or positively skewed distribution\"\"\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Challenge 4\n", + "In the `data` folder of this repository you will find three different files with the prefix `ages_population`. These files contain information about a poll answered by a thousand people regarding their age. Each file corresponds to the poll answers in different neighbourhoods of Barcelona.\n", + "\n", + "#### 1.- Read the file `ages_population.csv`. Calculate the frequency distribution and plot it as we did during the lesson. Try to guess the range in which the mean and the standard deviation will be by looking at the plot. " + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
observation
068.0
112.0
245.0
338.0
449.0
\n", + "
" + ], + "text/plain": [ + " observation\n", + "0 68.0\n", + "1 12.0\n", + "2 45.0\n", + "3 38.0\n", + "4 49.0" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ages = pd.read_csv('ages_population.csv')\n", + "ages.head()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1 2\n", + "2 2\n", + "4 1\n", + "5 2\n", + "6 2\n", + " ..\n", + "69 1\n", + "70 1\n", + "71 1\n", + "73 1\n", + "82 1\n", + "Name: observation, Length: 72, dtype: int64\n" + ] + } + ], + "source": [ + "# Calculate the frequency distribution and plot it\n", + "\n", + "frequency_distribution = ages['observation'].astype(int).value_counts().sort_index()\n", + "\n", + "print(frequency_distribution) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ages['observation'].plot.hist()\n", + "plt.xlabel('Observation')\n", + "plt.ylabel('Frequecny')\n", + "plt.title('Frequency Distribution Histogram')\n", + "plt.show()\n", + ")\n", + " \n", + "\"\"\"Fromt this histogram, I assume the mean is around 35 and standard deviation is around 10\"\"\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2.- Calculate the exact mean and standard deviation and compare them with your guesses. Do they fall inside the ranges you guessed?" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean of observation is: 36.56\n", + "Standard deviation of observation is: 12.816499625976762\n" + ] + } + ], + "source": [ + "# since it is not mentioned in here, I assume that I can use functions to call mean and standard deviation :)\n", + "\n", + "\n", + "mean_age = ages['observation'].mean()\n", + "print(\"Mean of observation is:\", mean_age)\n", + "\n", + "std_age = ages['observation'].std()\n", + "print(\"Standard deviation of observation is:\",std_age )\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"My assumption is pretty to close the exact mean and standard deviation calculation\"\"\"\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3.- Now read the file `ages_population2.csv` . Calculate the frequency distribution and plot it." + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
observation
025.0
131.0
229.0
331.0
429.0
\n", + "
" + ], + "text/plain": [ + " observation\n", + "0 25.0\n", + "1 31.0\n", + "2 29.0\n", + "3 31.0\n", + "4 29.0" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ages_population2 = pd.read_csv('ages_population2.csv')\n", + "ages_population2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "19 3\n", + "20 13\n", + "21 17\n", + "22 35\n", + "23 41\n", + "24 78\n", + "25 98\n", + "26 120\n", + "27 125\n", + "28 139\n", + "29 115\n", + "30 90\n", + "31 61\n", + "32 31\n", + "33 22\n", + "34 7\n", + "35 3\n", + "36 2\n", + "Name: observation, dtype: int64" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculate the frequency distribution and plot it.\n", + "freq_ages_population2 = ages_population2['observation'].astype(int).value_counts().sort_index()\n", + "freq_ages_population2\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ages_population2.plot.hist()\n", + "plt.xlabel('Observation')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Frequency Distribution')\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 4.- What do you see? Is there any difference with the frequency distribution in step 1?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "\"\"\"The distribution has the same shape (bell-shaped) as in step 1. \n", + "Variables are normally distributed\"\"\"\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 5.- Calculate the mean and standard deviation. Compare the results with the mean and standard deviation in step 2. What do you think?" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean of ages_population2 is: 27.155\n", + "Standard deviation of ages_population2 is: 2.969813932689186\n" + ] + } + ], + "source": [ + "mean_ages_population2 = ages_population2['observation'].mean()\n", + "print(\"Mean of ages_population2 is:\", mean_ages_population2)\n", + "\n", + "std_sages_population2 = ages_population2['observation'].std()\n", + "print(\"Standard deviation of ages_population2 is:\", std_sages_population2)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Compare the results with the mean and standard deviation in step 2\n", + "\n", + "\"\"'Mean and standard deviation are close. Variables are concentrated around the mean.\"\"\"\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Challenge 5\n", + "Now is the turn of `ages_population3.csv`.\n", + "\n", + "#### 1.- Read the file `ages_population3.csv`. Calculate the frequency distribution and plot it." + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
observation
021.0
121.0
224.0
331.0
454.0
\n", + "
" + ], + "text/plain": [ + " observation\n", + "0 21.0\n", + "1 21.0\n", + "2 24.0\n", + "3 31.0\n", + "4 54.0" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ages_population3 = pd.read_csv('ages_population3.csv')\n", + "ages_population3.head() " + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1 1\n", + "2 2\n", + "4 2\n", + "5 1\n", + "7 1\n", + " ..\n", + "73 6\n", + "74 6\n", + "75 2\n", + "76 1\n", + "77 2\n", + "Name: observation, Length: 75, dtype: int64" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculate the frequency distribution\n", + "\n", + "freq_ages_population3 = ages_population3['observation'].astype(int).value_counts().sort_index()\n", + "freq_ages_population3\n" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plotting data\n", + "\n", + "ages_population3['observation'].plot.hist()\n", + "plt.xlabel('Observation')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Frequency Distribution')\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 2.- Calculate the mean and standard deviation. Compare the results with the plot in step 1. What is happening?" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean of agaes population3 is: 41.989\n", + "Standard deviation of ages population3 is: 16.144705959865934\n" + ] + } + ], + "source": [ + "# since it is not mentioned in here, I assume that I can use functions to call mean and standard deviation :)\n", + "\n", + "mean_ages_population3 = ages_population3['observation'].mean()\n", + "print(\"Mean of agaes population3 is:\", mean_ages_population3)\n", + "std_ages_population3 = ages_population3['observation'].std()\n", + "print(\"Standard deviation of ages population3 is:\", std_ages_population3)\n", + "\n", + "\n", + "\n", + "\n", + "\"\"\"My assumption of the mean is around 40 and standard deviation is around 15 which aligned to the calution\n", + "of the mean and standard deviation\"\"\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 3.- Calculate the four quartiles. Use the results to explain your reasoning for question in step 2. How much of a difference is there between the median and the mean?" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lower Quartile is: 30.0\n", + "Median Quartile is: 40.0\n", + "Upper Quartile is: 53.0\n", + "The fourth quartile is the highest value in dataset which are greater than 53.0\n" + ] + } + ], + "source": [ + "\n", + "data = ages_population3['observation']\n", + "Q1 = np.percentile(data,25)\n", + "Q2 = np.percentile(data,50)\n", + "Q3 = np.percentile(data,75)\n", + "\n", + "\n", + "print(\"Lower Quartile is:\", Q1)\n", + "print(\"Median Quartile is:\", Q2)\n", + "print(\"Upper Quartile is:\", Q3)\n", + "print(\"The fourth quartile is the highest value in dataset which are greater than\", Q3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# How much of a difference is there between the median and the mean?\n", + "\n", + "# Mean of agaes population3 is: 41.989\n", + "# Medain of agaes population3 is: 40.0\n", + "\n", + "\"\"\"Mean of agaes population3 is 41.989 and median is 40. They are very close or near equal in the dataset.\n", + "The data is symmetrically distributed and has a relatively balanced shape\"\"\"\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 4.- Calculate other percentiles that might be useful to give more arguments to your reasoning." + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Percentiles: [(10, 22.0), (25, 30.0), (50, 40.0), (75, 53.0), (90, 67.0)]\n" + ] + } + ], + "source": [ + "\n", + "percentiles = [10, 25, 50, 75, 90]\n", + "values = np.percentile(ages_population3['observation'],percentiles)\n", + "\n", + "\n", + "print(\"Percentiles:\",list(zip(percentiles, values)))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"Percentiles are used to analyze and describe the distribution of ages within the population. \n", + "Different percentiles give insdights to various segments of population\"\"\"\n", + "\n", + "\n", + "\n", + "\"\"\"The 90th percentile represents an older population which only 10%of population falls. \n", + "You may want to study longivity of this group.\"\"\"\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bonus challenge\n", + "Compare the information about the three neighbourhoods. Prepare a report about the three of them. Remember to find out which are their similarities and their differences backing your arguments in basic statistics." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# your code here" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"\n", + "your comments here\n", + "\"\"\"" + ] + } + ], + "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": "3.9.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/your-code/roll_the_dice_hundred.csv b/your-code/roll_the_dice_hundred.csv new file mode 100644 index 0000000..23717d6 --- /dev/null +++ b/your-code/roll_the_dice_hundred.csv @@ -0,0 +1,101 @@ +,roll,value +0,0,1 +1,1,2 +2,2,6 +3,3,1 +4,4,6 +5,5,5 +6,6,2 +7,7,2 +8,8,4 +9,9,1 +10,10,5 +11,11,6 +12,12,5 +13,13,4 +14,14,5 +15,15,4 +16,16,4 +17,17,6 +18,18,2 +19,19,4 +20,20,4 +21,21,6 +22,22,3 +23,23,6 +24,24,6 +25,25,4 +26,26,1 +27,27,4 +28,28,4 +29,29,2 +30,30,6 +31,31,5 +32,32,5 +33,33,2 +34,34,3 +35,35,6 +36,36,6 +37,37,2 +38,38,3 +39,39,6 +40,40,6 +41,41,2 +42,42,5 +43,43,3 +44,44,4 +45,45,6 +46,46,2 +47,47,1 +48,48,4 +49,49,2 +50,50,3 +51,51,2 +52,52,2 +53,53,4 +54,54,6 +55,55,2 +56,56,1 +57,57,3 +58,58,2 +59,59,4 +60,60,4 +61,61,3 +62,62,4 +63,63,1 +64,64,3 +65,65,6 +66,66,3 +67,67,4 +68,68,4 +69,69,4 +70,70,2 +71,71,2 +72,72,5 +73,73,1 +74,74,5 +75,75,6 +76,76,2 +77,77,4 +78,78,6 +79,79,5 +80,80,6 +81,81,4 +82,82,1 +83,83,3 +84,84,3 +85,85,3 +86,86,5 +87,87,6 +88,88,5 +89,89,1 +90,90,6 +91,91,3 +92,92,6 +93,93,4 +94,94,1 +95,95,4 +96,96,6 +97,97,1 +98,98,3 +99,99,6 diff --git a/your-code/roll_the_dice_thousand.csv b/your-code/roll_the_dice_thousand.csv new file mode 100644 index 0000000..0dc2e4e --- /dev/null +++ b/your-code/roll_the_dice_thousand.csv @@ -0,0 +1,1001 @@ +,roll,value +0,0,5 +1,1,6 +2,2,1 +3,3,6 +4,4,5 +5,5,2 +6,6,6 +7,7,5 +8,8,6 +9,9,6 +10,10,4 +11,11,3 +12,12,5 +13,13,6 +14,14,1 +15,15,3 +16,16,1 +17,17,1 +18,18,1 +19,19,1 +20,20,6 +21,21,2 +22,22,3 +23,23,4 +24,24,6 +25,25,5 +26,26,3 +27,27,2 +28,28,4 +29,29,1 +30,30,3 +31,31,4 +32,32,3 +33,33,3 +34,34,6 +35,35,2 +36,36,1 +37,37,2 +38,38,6 +39,39,4 +40,40,1 +41,41,4 +42,42,6 +43,43,1 +44,44,6 +45,45,3 +46,46,6 +47,47,4 +48,48,5 +49,49,1 +50,50,4 +51,51,4 +52,52,4 +53,53,6 +54,54,2 +55,55,6 +56,56,4 +57,57,6 +58,58,6 +59,59,2 +60,60,4 +61,61,1 +62,62,4 +63,63,3 +64,64,1 +65,65,4 +66,66,1 +67,67,2 +68,68,3 +69,69,3 +70,70,1 +71,71,6 +72,72,1 +73,73,6 +74,74,5 +75,75,2 +76,76,6 +77,77,5 +78,78,4 +79,79,6 +80,80,5 +81,81,1 +82,82,4 +83,83,4 +84,84,4 +85,85,4 +86,86,6 +87,87,2 +88,88,4 +89,89,5 +90,90,4 +91,91,3 +92,92,4 +93,93,3 +94,94,2 +95,95,5 +96,96,1 +97,97,6 +98,98,6 +99,99,1 +100,100,1 +101,101,3 +102,102,3 +103,103,2 +104,104,1 +105,105,3 +106,106,6 +107,107,2 +108,108,1 +109,109,4 +110,110,1 +111,111,2 +112,112,2 +113,113,4 +114,114,1 +115,115,2 +116,116,2 +117,117,4 +118,118,4 +119,119,1 +120,120,4 +121,121,5 +122,122,3 +123,123,2 +124,124,5 +125,125,5 +126,126,1 +127,127,4 +128,128,3 +129,129,6 +130,130,5 +131,131,1 +132,132,5 +133,133,1 +134,134,1 +135,135,2 +136,136,6 +137,137,6 +138,138,5 +139,139,5 +140,140,1 +141,141,5 +142,142,1 +143,143,1 +144,144,6 +145,145,6 +146,146,6 +147,147,6 +148,148,5 +149,149,1 +150,150,4 +151,151,6 +152,152,5 +153,153,4 +154,154,1 +155,155,4 +156,156,5 +157,157,5 +158,158,1 +159,159,2 +160,160,6 +161,161,5 +162,162,2 +163,163,3 +164,164,1 +165,165,2 +166,166,1 +167,167,6 +168,168,4 +169,169,5 +170,170,6 +171,171,4 +172,172,3 +173,173,1 +174,174,1 +175,175,5 +176,176,2 +177,177,5 +178,178,2 +179,179,3 +180,180,3 +181,181,4 +182,182,6 +183,183,3 +184,184,2 +185,185,4 +186,186,4 +187,187,3 +188,188,6 +189,189,2 +190,190,4 +191,191,2 +192,192,1 +193,193,4 +194,194,2 +195,195,3 +196,196,2 +197,197,1 +198,198,6 +199,199,4 +200,200,1 +201,201,5 +202,202,4 +203,203,3 +204,204,6 +205,205,3 +206,206,3 +207,207,6 +208,208,3 +209,209,2 +210,210,6 +211,211,2 +212,212,4 +213,213,1 +214,214,1 +215,215,2 +216,216,5 +217,217,5 +218,218,3 +219,219,5 +220,220,2 +221,221,1 +222,222,1 +223,223,2 +224,224,5 +225,225,4 +226,226,6 +227,227,5 +228,228,5 +229,229,5 +230,230,3 +231,231,2 +232,232,2 +233,233,5 +234,234,2 +235,235,3 +236,236,4 +237,237,2 +238,238,6 +239,239,2 +240,240,6 +241,241,3 +242,242,6 +243,243,5 +244,244,3 +245,245,2 +246,246,4 +247,247,6 +248,248,3 +249,249,6 +250,250,4 +251,251,5 +252,252,3 +253,253,5 +254,254,1 +255,255,2 +256,256,6 +257,257,1 +258,258,4 +259,259,4 +260,260,1 +261,261,1 +262,262,3 +263,263,3 +264,264,1 +265,265,3 +266,266,3 +267,267,4 +268,268,1 +269,269,2 +270,270,3 +271,271,3 +272,272,3 +273,273,1 +274,274,6 +275,275,6 +276,276,3 +277,277,3 +278,278,4 +279,279,4 +280,280,6 +281,281,5 +282,282,3 +283,283,6 +284,284,4 +285,285,3 +286,286,6 +287,287,6 +288,288,1 +289,289,5 +290,290,2 +291,291,1 +292,292,3 +293,293,6 +294,294,6 +295,295,6 +296,296,1 +297,297,3 +298,298,6 +299,299,5 +300,300,2 +301,301,2 +302,302,3 +303,303,4 +304,304,6 +305,305,4 +306,306,5 +307,307,5 +308,308,6 +309,309,6 +310,310,4 +311,311,4 +312,312,6 +313,313,2 +314,314,5 +315,315,5 +316,316,5 +317,317,5 +318,318,6 +319,319,1 +320,320,3 +321,321,3 +322,322,6 +323,323,6 +324,324,1 +325,325,6 +326,326,6 +327,327,4 +328,328,3 +329,329,4 +330,330,5 +331,331,6 +332,332,4 +333,333,1 +334,334,2 +335,335,3 +336,336,4 +337,337,3 +338,338,2 +339,339,3 +340,340,4 +341,341,3 +342,342,6 +343,343,3 +344,344,2 +345,345,6 +346,346,3 +347,347,3 +348,348,6 +349,349,2 +350,350,3 +351,351,1 +352,352,4 +353,353,2 +354,354,2 +355,355,6 +356,356,3 +357,357,2 +358,358,5 +359,359,4 +360,360,6 +361,361,2 +362,362,3 +363,363,3 +364,364,6 +365,365,5 +366,366,1 +367,367,3 +368,368,2 +369,369,5 +370,370,6 +371,371,6 +372,372,2 +373,373,3 +374,374,6 +375,375,2 +376,376,2 +377,377,3 +378,378,2 +379,379,1 +380,380,2 +381,381,1 +382,382,2 +383,383,3 +384,384,4 +385,385,2 +386,386,6 +387,387,4 +388,388,6 +389,389,3 +390,390,5 +391,391,1 +392,392,5 +393,393,2 +394,394,5 +395,395,3 +396,396,2 +397,397,2 +398,398,1 +399,399,4 +400,400,2 +401,401,2 +402,402,1 +403,403,5 +404,404,3 +405,405,2 +406,406,5 +407,407,6 +408,408,5 +409,409,5 +410,410,5 +411,411,4 +412,412,4 +413,413,1 +414,414,4 +415,415,4 +416,416,1 +417,417,2 +418,418,4 +419,419,5 +420,420,3 +421,421,6 +422,422,3 +423,423,1 +424,424,5 +425,425,1 +426,426,1 +427,427,5 +428,428,3 +429,429,4 +430,430,6 +431,431,3 +432,432,6 +433,433,6 +434,434,1 +435,435,2 +436,436,1 +437,437,1 +438,438,5 +439,439,1 +440,440,4 +441,441,1 +442,442,1 +443,443,2 +444,444,4 +445,445,2 +446,446,4 +447,447,6 +448,448,2 +449,449,2 +450,450,6 +451,451,2 +452,452,5 +453,453,5 +454,454,2 +455,455,1 +456,456,5 +457,457,5 +458,458,4 +459,459,1 +460,460,3 +461,461,1 +462,462,5 +463,463,5 +464,464,5 +465,465,1 +466,466,2 +467,467,2 +468,468,5 +469,469,5 +470,470,3 +471,471,6 +472,472,2 +473,473,6 +474,474,5 +475,475,3 +476,476,4 +477,477,6 +478,478,5 +479,479,5 +480,480,1 +481,481,3 +482,482,3 +483,483,2 +484,484,2 +485,485,1 +486,486,6 +487,487,1 +488,488,2 +489,489,3 +490,490,3 +491,491,2 +492,492,5 +493,493,3 +494,494,3 +495,495,1 +496,496,1 +497,497,5 +498,498,4 +499,499,3 +500,500,5 +501,501,3 +502,502,3 +503,503,1 +504,504,4 +505,505,5 +506,506,5 +507,507,5 +508,508,2 +509,509,6 +510,510,3 +511,511,1 +512,512,3 +513,513,4 +514,514,3 +515,515,3 +516,516,1 +517,517,4 +518,518,6 +519,519,1 +520,520,6 +521,521,3 +522,522,4 +523,523,1 +524,524,4 +525,525,4 +526,526,3 +527,527,1 +528,528,1 +529,529,1 +530,530,2 +531,531,2 +532,532,2 +533,533,1 +534,534,5 +535,535,5 +536,536,4 +537,537,5 +538,538,5 +539,539,2 +540,540,5 +541,541,2 +542,542,2 +543,543,3 +544,544,2 +545,545,3 +546,546,2 +547,547,4 +548,548,2 +549,549,1 +550,550,3 +551,551,1 +552,552,2 +553,553,6 +554,554,3 +555,555,5 +556,556,3 +557,557,2 +558,558,4 +559,559,2 +560,560,1 +561,561,4 +562,562,2 +563,563,2 +564,564,1 +565,565,2 +566,566,5 +567,567,2 +568,568,3 +569,569,6 +570,570,4 +571,571,2 +572,572,4 +573,573,5 +574,574,3 +575,575,4 +576,576,4 +577,577,5 +578,578,4 +579,579,5 +580,580,2 +581,581,1 +582,582,6 +583,583,3 +584,584,3 +585,585,6 +586,586,2 +587,587,1 +588,588,3 +589,589,1 +590,590,3 +591,591,5 +592,592,4 +593,593,5 +594,594,2 +595,595,3 +596,596,2 +597,597,6 +598,598,6 +599,599,2 +600,600,3 +601,601,1 +602,602,1 +603,603,4 +604,604,5 +605,605,3 +606,606,6 +607,607,3 +608,608,4 +609,609,5 +610,610,4 +611,611,6 +612,612,1 +613,613,2 +614,614,4 +615,615,5 +616,616,5 +617,617,3 +618,618,2 +619,619,2 +620,620,5 +621,621,6 +622,622,2 +623,623,1 +624,624,6 +625,625,3 +626,626,1 +627,627,2 +628,628,4 +629,629,2 +630,630,4 +631,631,1 +632,632,5 +633,633,4 +634,634,5 +635,635,6 +636,636,5 +637,637,1 +638,638,3 +639,639,6 +640,640,6 +641,641,5 +642,642,4 +643,643,2 +644,644,1 +645,645,3 +646,646,1 +647,647,6 +648,648,2 +649,649,4 +650,650,2 +651,651,4 +652,652,6 +653,653,1 +654,654,3 +655,655,1 +656,656,5 +657,657,4 +658,658,2 +659,659,6 +660,660,4 +661,661,3 +662,662,6 +663,663,2 +664,664,5 +665,665,2 +666,666,4 +667,667,1 +668,668,4 +669,669,6 +670,670,6 +671,671,5 +672,672,3 +673,673,4 +674,674,5 +675,675,2 +676,676,6 +677,677,6 +678,678,1 +679,679,6 +680,680,5 +681,681,4 +682,682,4 +683,683,3 +684,684,2 +685,685,3 +686,686,2 +687,687,2 +688,688,3 +689,689,1 +690,690,6 +691,691,2 +692,692,5 +693,693,6 +694,694,3 +695,695,6 +696,696,5 +697,697,2 +698,698,4 +699,699,3 +700,700,4 +701,701,4 +702,702,2 +703,703,2 +704,704,4 +705,705,3 +706,706,2 +707,707,2 +708,708,6 +709,709,6 +710,710,6 +711,711,4 +712,712,2 +713,713,6 +714,714,1 +715,715,2 +716,716,1 +717,717,2 +718,718,5 +719,719,4 +720,720,2 +721,721,1 +722,722,4 +723,723,1 +724,724,6 +725,725,4 +726,726,6 +727,727,3 +728,728,3 +729,729,3 +730,730,1 +731,731,2 +732,732,3 +733,733,1 +734,734,3 +735,735,6 +736,736,6 +737,737,4 +738,738,3 +739,739,1 +740,740,4 +741,741,3 +742,742,6 +743,743,3 +744,744,3 +745,745,6 +746,746,5 +747,747,4 +748,748,3 +749,749,2 +750,750,2 +751,751,1 +752,752,2 +753,753,1 +754,754,4 +755,755,6 +756,756,6 +757,757,3 +758,758,1 +759,759,1 +760,760,6 +761,761,4 +762,762,5 +763,763,1 +764,764,3 +765,765,4 +766,766,4 +767,767,5 +768,768,6 +769,769,5 +770,770,4 +771,771,5 +772,772,1 +773,773,4 +774,774,5 +775,775,2 +776,776,3 +777,777,6 +778,778,3 +779,779,1 +780,780,6 +781,781,5 +782,782,2 +783,783,2 +784,784,1 +785,785,6 +786,786,3 +787,787,6 +788,788,4 +789,789,2 +790,790,1 +791,791,1 +792,792,5 +793,793,2 +794,794,2 +795,795,4 +796,796,2 +797,797,4 +798,798,3 +799,799,1 +800,800,6 +801,801,2 +802,802,2 +803,803,3 +804,804,1 +805,805,5 +806,806,5 +807,807,1 +808,808,1 +809,809,6 +810,810,4 +811,811,3 +812,812,3 +813,813,2 +814,814,4 +815,815,1 +816,816,5 +817,817,5 +818,818,2 +819,819,3 +820,820,1 +821,821,6 +822,822,6 +823,823,5 +824,824,4 +825,825,2 +826,826,2 +827,827,3 +828,828,5 +829,829,3 +830,830,6 +831,831,1 +832,832,5 +833,833,1 +834,834,1 +835,835,3 +836,836,1 +837,837,4 +838,838,6 +839,839,4 +840,840,2 +841,841,1 +842,842,3 +843,843,1 +844,844,1 +845,845,1 +846,846,6 +847,847,4 +848,848,3 +849,849,5 +850,850,6 +851,851,1 +852,852,3 +853,853,2 +854,854,1 +855,855,6 +856,856,4 +857,857,6 +858,858,5 +859,859,1 +860,860,3 +861,861,1 +862,862,5 +863,863,6 +864,864,3 +865,865,6 +866,866,2 +867,867,6 +868,868,1 +869,869,3 +870,870,3 +871,871,1 +872,872,1 +873,873,6 +874,874,1 +875,875,3 +876,876,4 +877,877,3 +878,878,1 +879,879,4 +880,880,1 +881,881,4 +882,882,2 +883,883,1 +884,884,4 +885,885,3 +886,886,5 +887,887,1 +888,888,3 +889,889,3 +890,890,2 +891,891,6 +892,892,1 +893,893,6 +894,894,4 +895,895,5 +896,896,6 +897,897,5 +898,898,3 +899,899,3 +900,900,3 +901,901,6 +902,902,3 +903,903,4 +904,904,5 +905,905,5 +906,906,1 +907,907,1 +908,908,5 +909,909,6 +910,910,4 +911,911,1 +912,912,5 +913,913,4 +914,914,3 +915,915,3 +916,916,3 +917,917,6 +918,918,4 +919,919,4 +920,920,5 +921,921,6 +922,922,1 +923,923,3 +924,924,6 +925,925,4 +926,926,6 +927,927,1 +928,928,5 +929,929,4 +930,930,4 +931,931,5 +932,932,5 +933,933,2 +934,934,3 +935,935,2 +936,936,1 +937,937,5 +938,938,5 +939,939,2 +940,940,1 +941,941,5 +942,942,4 +943,943,5 +944,944,3 +945,945,6 +946,946,4 +947,947,2 +948,948,4 +949,949,1 +950,950,5 +951,951,2 +952,952,2 +953,953,4 +954,954,3 +955,955,6 +956,956,4 +957,957,2 +958,958,2 +959,959,3 +960,960,3 +961,961,4 +962,962,5 +963,963,3 +964,964,4 +965,965,5 +966,966,2 +967,967,3 +968,968,4 +969,969,1 +970,970,3 +971,971,4 +972,972,1 +973,973,1 +974,974,5 +975,975,4 +976,976,1 +977,977,6 +978,978,2 +979,979,2 +980,980,2 +981,981,5 +982,982,3 +983,983,4 +984,984,4 +985,985,4 +986,986,4 +987,987,1 +988,988,2 +989,989,6 +990,990,4 +991,991,6 +992,992,4 +993,993,1 +994,994,3 +995,995,1 +996,996,4 +997,997,4 +998,998,3 +999,999,6 From 3b74bb6f2809a29443fdec5bcc1b3b47d0699bfc Mon Sep 17 00:00:00 2001 From: Tarinee <115019392+TMeesters@users.noreply.github.com> Date: Mon, 30 Oct 2023 20:35:06 +0100 Subject: [PATCH 2/5] Created using Colaboratory --- Day_1_normalization_and_correlation.ipynb | 3492 +++++++++++++++++++++ 1 file changed, 3492 insertions(+) create mode 100644 Day_1_normalization_and_correlation.ipynb diff --git a/Day_1_normalization_and_correlation.ipynb b/Day_1_normalization_and_correlation.ipynb new file mode 100644 index 0000000..ab2f11b --- /dev/null +++ b/Day_1_normalization_and_correlation.ipynb @@ -0,0 +1,3492 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "include_colab_link": true + }, + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.9" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "7DlwntB_17VO" + }, + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ], + "execution_count": 1, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Xgre_zu_NzU-" + }, + "source": [ + "# Normalization and Standardization" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "15nf2wg-qoSO" + }, + "source": [ + "## Normalization" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "adzZ9QqwckwK", + "outputId": "9f6f72a0-f7e7-4bbc-cb62-35ea68e062e8", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + } + }, + "source": [ + "data = pd.DataFrame([{'Age': 31,'Height': 1.72,'Salary': 41000,'Weight': 74,'Years_school': 16},\n", + " {'Age': 30,'Height': 1.74,'Salary': 38000,'Weight': 76,'Years_school': 16},\n", + " {'Age': 54, 'Height': 2.1, 'Salary': 43000, 'Weight': 98, 'Years_school': 12},\n", + " {'Age': 56, 'Height': 1.7, 'Salary': 38000, 'Weight': 61, 'Years_school': 12},\n", + " {'Age': 56,'Height': 1.65,'Salary': 39000,'Weight': 59,'Years_school': 15},\n", + " {'Age': 32,'Height': 1.87,'Salary': 39000,'Weight': 85,'Years_school': 18},\n", + " {'Age': 23,'Height': 1.95,'Salary': 47000,'Weight': 88,'Years_school': 18},\n", + " {'Age': 58,'Height': 2.04,'Salary': 36000,'Weight': 96,'Years_school': 12},\n", + " {'Age': 39,'Height': 1.88,'Salary': 45000,'Weight': 76,'Years_school': 16},\n", + " {'Age': 56, 'Height': 1.73, 'Salary': 27000, 'Weight': 63, 'Years_school': 9},\n", + " {'Age': 39,'Height': 1.61,'Salary': 36000,'Weight': 55,'Years_school': 18},\n", + " {'Age': 28, 'Height': 1.7, 'Salary': 40000, 'Weight': 68, 'Years_school': 21},\n", + " {'Age': 56, 'Height': 1.64, 'Salary': 19000, 'Weight': 54, 'Years_school': 9},\n", + " {'Age': 49,'Height': 1.67,'Salary': 34000,'Weight': 65,'Years_school': 15},\n", + " {'Age': 32,'Height': 1.62,'Salary': 26000,'Weight': 64,'Years_school': 12},\n", + " {'Age': 28,'Height': 1.92,'Salary': 31000,'Weight': 80,'Years_school': 16},\n", + " {'Age': 50,'Height': 2.07,'Salary': 33000,'Weight': 84,'Years_school': 12},\n", + " {'Age': 29,'Height': 1.96,'Salary': 33000,'Weight': 77,'Years_school': 16},\n", + " {'Age': 29,'Height': 1.64,'Salary': 28000,'Weight': 56,'Years_school': 12}])\n", + "data.head()\n", + "\n" + ], + "execution_count": 29, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Age Height Salary Weight Years_school\n", + "0 31 1.72 41000 74 16\n", + "1 30 1.74 38000 76 16\n", + "2 54 2.10 43000 98 12\n", + "3 56 1.70 38000 61 12\n", + "4 56 1.65 39000 59 15" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
AgeHeightSalaryWeightYears_school
0311.72410007416
1301.74380007616
2542.10430009812
3561.70380006112
4561.65390005915
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ] + }, + "metadata": {}, + "execution_count": 29 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "qsQ6Y9KzdZny" + }, + "source": [ + "# between line 1 and 2, who is \"more similar\" to the individual in row 0?" + ], + "execution_count": 3, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "2Oanw_8zdw6T" + }, + "source": [ + "# let's define the \"distance\" between individuals\n", + "def euclidean_d(row1,row2):\n", + " distance_squared = (row1['Age']-row2['Age'])**2 + (row1['Height']-row2['Height'])**2 + (row1['Salary']-row2['Salary'])**2 + (row1['Weight']-row2['Weight'])**2 + (row1['Years_school']-row2['Years_school'])**2\n", + " return np.sqrt(distance_squared)" + ], + "execution_count": 6, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Cskgg5JYeaKr", + "outputId": "097690e3-1f23-4c91-eb7d-1cba0405f7d8", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "source": [ + "#and compute d(ind0,ind1)\n", + "print(euclidean_d(data.iloc[0],data.iloc[1]))\n", + "#and d(ind0,ind2)\n", + "print(euclidean_d(data.iloc[0],data.iloc[2]))\n", + "#so individual 0 is closer to individual 2, right?\n", + "#what happened?" + ], + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "3000.000833399884\n", + "2000.2802664626774\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "eBKRl9SHeala" + }, + "source": [ + "#we will put each column in the same referential [0,1]:" + ], + "execution_count": 8, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "7JnW0rk1ji85", + "outputId": "df9201cc-4d98-4b23-c2c0-7d3e85aa05e9", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + } + }, + "source": [ + "yr_shcl_max = data['Years_school'].max()\n", + "yr_shcl_min = data['Years_school'].min()\n", + "data['Years_school_n'] = (data['Years_school']-yr_shcl_min)/(yr_shcl_max-yr_shcl_min)\n", + "data.head()\n", + "\n" + ], + "execution_count": 15, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Age Height Salary Weight Years_school Years_school_n\n", + "0 31 1.72 41000 74 16 0.583333\n", + "1 30 1.74 38000 76 16 0.583333\n", + "2 54 2.10 43000 98 12 0.250000\n", + "3 56 1.70 38000 61 12 0.250000\n", + "4 56 1.65 39000 59 15 0.500000" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
AgeHeightSalaryWeightYears_schoolYears_school_n
0311.724100074160.583333
1301.743800076160.583333
2542.104300098120.250000
3561.703800061120.250000
4561.653900059150.500000
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ] + }, + "metadata": {}, + "execution_count": 15 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "HMSfA2kPmvWS", + "outputId": "429af444-5977-49ef-fc76-b70073682694", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + } + }, + "source": [ + "data = data.drop(columns=['Years_school_n'])\n", + "for col in data.columns:\n", + " col_max = data[col].max()\n", + " col_min = data[col].min()\n", + " data[col+\"_n\"] = (data[col]-col_min)/(col_max-col_min)\n", + "data.head()" + ], + "execution_count": 16, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Age Height Salary Weight Years_school Age_n Height_n Salary_n \\\n", + "0 31 1.72 41000 74 16 0.228571 0.224490 0.785714 \n", + "1 30 1.74 38000 76 16 0.200000 0.265306 0.678571 \n", + "2 54 2.10 43000 98 12 0.885714 1.000000 0.857143 \n", + "3 56 1.70 38000 61 12 0.942857 0.183673 0.678571 \n", + "4 56 1.65 39000 59 15 0.942857 0.081633 0.714286 \n", + "\n", + " Weight_n Years_school_n \n", + "0 0.454545 0.583333 \n", + "1 0.500000 0.583333 \n", + "2 1.000000 0.250000 \n", + "3 0.159091 0.250000 \n", + "4 0.113636 0.500000 " + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
AgeHeightSalaryWeightYears_schoolAge_nHeight_nSalary_nWeight_nYears_school_n
0311.724100074160.2285710.2244900.7857140.4545450.583333
1301.743800076160.2000000.2653060.6785710.5000000.583333
2542.104300098120.8857141.0000000.8571431.0000000.250000
3561.703800061120.9428570.1836730.6785710.1590910.250000
4561.653900059150.9428570.0816330.7142860.1136360.500000
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ] + }, + "metadata": {}, + "execution_count": 16 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "U-IR3qsLqD5M" + }, + "source": [ + "#now we again do our distance comparison, but in the normalized columns\n", + "def euclidean_dn(row1,row2):\n", + " distance_squared = (row1['Age_n']-row2['Age_n'])**2 + (row1['Height_n']-row2['Height_n'])**2 + (row1['Salary_n']-row2['Salary_n'])**2 + (row1['Weight_n']-row2['Weight_n'])**2 + (row1['Years_school_n']-row2['Years_school_n'])**2\n", + " return np.sqrt(distance_squared)\n", + "" + ], + "execution_count": 19, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "4zj-sBewqD8C", + "outputId": "4e430ba8-ca3e-4f9f-8e3d-6618acb56fc3", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "source": [ + "#and compute dn(ind0,ind1)\n", + "print(euclidean_dn(data.iloc[0],data.iloc[1]))\n", + "#and dn(ind0,ind2)\n", + "print(euclidean_dn(data.iloc[0],data.iloc[2]))\n", + "#so individual 0 is much closer to individual 1 than to individual 2" + ], + "execution_count": 20, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "0.12660176373684465\n", + "1.2029075710182706\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "yF-RMnOJjE-a", + "outputId": "d842cd4d-9b69-40c3-b797-2e67b49602e4", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "source": [ + "#there are pre made functions for this\n", + "#sklearn, short for scikit-learn is a very popular machine learning library. We will use it quite a bit\n", + "import sklearn\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "\n", + "scaler = MinMaxScaler()\n", + "scaler.fit_transform(data[['Age','Height','Salary','Weight','Years_school']])" + ], + "execution_count": 21, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[0.22857143, 0.2244898 , 0.78571429, 0.45454545, 0.58333333],\n", + " [0.2 , 0.26530612, 0.67857143, 0.5 , 0.58333333],\n", + " [0.88571429, 1. , 0.85714286, 1. , 0.25 ],\n", + " [0.94285714, 0.18367347, 0.67857143, 0.15909091, 0.25 ],\n", + " [0.94285714, 0.08163265, 0.71428571, 0.11363636, 0.5 ],\n", + " [0.25714286, 0.53061224, 0.71428571, 0.70454545, 0.75 ],\n", + " [0. , 0.69387755, 1. , 0.77272727, 0.75 ],\n", + " [1. , 0.87755102, 0.60714286, 0.95454545, 0.25 ],\n", + " [0.45714286, 0.55102041, 0.92857143, 0.5 , 0.58333333],\n", + " [0.94285714, 0.24489796, 0.28571429, 0.20454545, 0. ],\n", + " [0.45714286, 0. , 0.60714286, 0.02272727, 0.75 ],\n", + " [0.14285714, 0.18367347, 0.75 , 0.31818182, 1. ],\n", + " [0.94285714, 0.06122449, 0. , 0. , 0. ],\n", + " [0.74285714, 0.12244898, 0.53571429, 0.25 , 0.5 ],\n", + " [0.25714286, 0.02040816, 0.25 , 0.22727273, 0.25 ],\n", + " [0.14285714, 0.63265306, 0.42857143, 0.59090909, 0.58333333],\n", + " [0.77142857, 0.93877551, 0.5 , 0.68181818, 0.25 ],\n", + " [0.17142857, 0.71428571, 0.5 , 0.52272727, 0.58333333],\n", + " [0.17142857, 0.06122449, 0.32142857, 0.04545455, 0.25 ]])" + ] + }, + "metadata": {}, + "execution_count": 21 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "WwGZWllwjFBH", + "outputId": "49e2f960-f10d-4a7e-edb8-f16a343e2ac1", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + } + }, + "source": [ + "pd.DataFrame(MinMaxScaler().fit_transform(data[['Age','Height','Salary','Weight','Years_school']]),columns=list(data.columns)[:5]).head()" + ], + "execution_count": 22, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Age Height Salary Weight Years_school\n", + "0 0.228571 0.224490 0.785714 0.454545 0.583333\n", + "1 0.200000 0.265306 0.678571 0.500000 0.583333\n", + "2 0.885714 1.000000 0.857143 1.000000 0.250000\n", + "3 0.942857 0.183673 0.678571 0.159091 0.250000\n", + "4 0.942857 0.081633 0.714286 0.113636 0.500000" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
AgeHeightSalaryWeightYears_school
00.2285710.2244900.7857140.4545450.583333
10.2000000.2653060.6785710.5000000.583333
20.8857141.0000000.8571431.0000000.250000
30.9428570.1836730.6785710.1590910.250000
40.9428570.0816330.7142860.1136360.500000
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ] + }, + "metadata": {}, + "execution_count": 22 + } + ] + }, + { + "cell_type": "markdown", + "source": [], + "metadata": { + "id": "zOth3Su07Cd7" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "98VUQtzMqkq3" + }, + "source": [ + "## Standardization" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Smm6RLRlHMKE", + "outputId": "144f376a-9c27-4daa-89ae-de21146cf15b", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + } + }, + "source": [ + "data = pd.DataFrame({'Grade': {0: 13,1: 13,2: 8,3: 14,4: 20,5: 20,6: 13,7: 17,8: 8,9: 1,10: 9,11: 16,12: 15,13: 19,14: 0,15: 16,16: 14,17: 19,18: 1},\n", + " 'Minutes_spent': {0: 233,1: 228,2: 231,3: 229,4: 233,5: 233,6: 225,7: 228,8: 234,9: 12,10: 231,11: 235,12: 239,13: 234,14: 6,15: 233,16: 227,17: 236,18: 18}})\n", + "data.head()\n", + "\n", + "\n" + ], + "execution_count": 44, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Grade Minutes_spent\n", + "0 13 233\n", + "1 13 228\n", + "2 8 231\n", + "3 14 229\n", + "4 20 233" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
GradeMinutes_spent
013233
113228
28231
314229
420233
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ] + }, + "metadata": {}, + "execution_count": 44 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "EhgNVw9yId-P", + "outputId": "c26e471e-8798-4fc2-e058-ae94b990688d", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + } + }, + "source": [ + "# let's normalize\n", + "columns = data.columns\n", + "for col in columns:\n", + " col_max = data[col].max()\n", + " col_min = data[col].min()\n", + " data[col+\"_n\"] = (data[col]-col_min)/(col_max-col_min)\n", + "data.head()\n", + "\n" + ], + "execution_count": 35, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Grade Minutes_spent Grade_n Minutes_spent_n\n", + "0 13 233 0.65 0.974249\n", + "1 13 228 0.65 0.952790\n", + "2 8 231 0.40 0.965665\n", + "3 14 229 0.70 0.957082\n", + "4 20 233 1.00 0.974249" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
GradeMinutes_spentGrade_nMinutes_spent_n
0132330.650.974249
1132280.650.952790
282310.400.965665
3142290.700.957082
4202331.000.974249
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ] + }, + "metadata": {}, + "execution_count": 35 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "iukSjOBDIeEC", + "outputId": "6f0be2b7-93ef-408b-a99e-3bd5f780e761", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "source": [ + "#wow, it seems like we have a lot of very extreme minutes_spent values!\n", + "data['Minutes_spent']" + ], + "execution_count": 36, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0 233\n", + "1 228\n", + "2 231\n", + "3 229\n", + "4 233\n", + "5 233\n", + "6 225\n", + "7 228\n", + "8 234\n", + "9 12\n", + "10 231\n", + "11 235\n", + "12 239\n", + "13 234\n", + "14 6\n", + "15 233\n", + "16 227\n", + "17 236\n", + "18 18\n", + "Name: Minutes_spent, dtype: int64" + ] + }, + "metadata": {}, + "execution_count": 36 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "8fE_z4QXI76L" + }, + "source": [ + "#oh, those values are not extreme at all, in fact they are pretty \"central\"\n", + "#data standardization to the rescue" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "_6w1EkSKJKFF", + "outputId": "1898b2bd-b497-4223-d8b8-ef951be64d43", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + } + }, + "source": [ + "# let's standardize\n", + "for col in columns:\n", + " col_mean = data[col].mean()\n", + " col_std = data[col].std()\n", + " data[col+\"_s\"] = (data[col]-col_mean)/(col_std)\n", + "data.head()\n", + "\n", + "\n" + ], + "execution_count": 41, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Grade Minutes_spent Grade_n Minutes_spent_n Grade_s Minutes_spent_s\n", + "0 13 233 0.65 0.974249 0.091121 0.435395\n", + "1 13 228 0.65 0.952790 0.091121 0.374746\n", + "2 8 231 0.40 0.965665 -0.695833 0.411135\n", + "3 14 229 0.70 0.957082 0.248512 0.386876\n", + "4 20 233 1.00 0.974249 1.192856 0.435395" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
GradeMinutes_spentGrade_nMinutes_spent_nGrade_sMinutes_spent_s
0132330.650.9742490.0911210.435395
1132280.650.9527900.0911210.374746
282310.400.965665-0.6958330.411135
3142290.700.9570820.2485120.386876
4202331.000.9742491.1928560.435395
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ] + }, + "metadata": {}, + "execution_count": 41 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "W-dSOMi5IeKk", + "outputId": "5bcb3e2d-46d6-44ce-85d4-1340c5f07b2a", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "source": [ + "#there are pre made functions for this\n", + "import sklearn\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "StandardScaler().fit_transform(data[['Grade','Minutes_spent']])" + ], + "execution_count": 45, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[ 0.09361787, 0.44732556],\n", + " [ 0.09361787, 0.38501481],\n", + " [-0.71490009, 0.42240126],\n", + " [ 0.25532146, 0.39747696],\n", + " [ 1.22554301, 0.44732556],\n", + " [ 1.22554301, 0.44732556],\n", + " [ 0.09361787, 0.34762836],\n", + " [ 0.74043224, 0.38501481],\n", + " [-0.71490009, 0.4597877 ],\n", + " [-1.84682523, -2.30680935],\n", + " [-0.5531965 , 0.42240126],\n", + " [ 0.57872864, 0.47224985],\n", + " [ 0.41702505, 0.52209845],\n", + " [ 1.06383942, 0.4597877 ],\n", + " [-2.00852882, -2.38158225],\n", + " [ 0.57872864, 0.44732556],\n", + " [ 0.25532146, 0.37255266],\n", + " [ 1.06383942, 0.484712 ],\n", + " [-1.84682523, -2.23203646]])" + ] + }, + "metadata": {}, + "execution_count": 45 + } + ] + }, + { + "cell_type": "code", + "source": [ + "pd.DataFrame(StandardScaler().fit_transform(data[['Grade','Minutes_spent']]),columns=list(data.columns)[:2]).head()" + ], + "metadata": { + "id": "wk2U5xj8ji1U", + "outputId": "181e50c4-4bac-41b9-9023-13aa4dc6a2c8", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 206 + } + }, + "execution_count": 46, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Grade Minutes_spent\n", + "0 0.093618 0.447326\n", + "1 0.093618 0.385015\n", + "2 -0.714900 0.422401\n", + "3 0.255321 0.397477\n", + "4 1.225543 0.447326" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
GradeMinutes_spent
00.0936180.447326
10.0936180.385015
2-0.7149000.422401
30.2553210.397477
41.2255430.447326
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ] + }, + "metadata": {}, + "execution_count": 46 + } + ] + }, + { + "cell_type": "markdown", + "source": [], + "metadata": { + "id": "c-y42ZMo-Kye" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "JA-O3CigNzVE" + }, + "source": [ + "# Covariance and correlation" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Jub2g77A9SiO", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "99f5dec1-85c4-4807-b3e2-f29f8802e276" + }, + "source": [ + "# Covariance and correlation\n", + "import numpy as np\n", + "\n", + "data_1 = np.random.normal(loc = 1, scale = 2, size = 200)\n", + "data_2 = np.random.normal(loc = 1, scale = 2, size = 200)\n", + "data_1" + ], + "execution_count": 48, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([ 0.09460933, -1.64761558, -1.54744334, -0.28154121, 1.67027828,\n", + " -0.16341772, -3.98567142, 0.76588954, 2.44613718, 0.21529207,\n", + " 5.18455958, -1.56173704, -0.16684687, -2.59829544, 1.02468674,\n", + " 1.28522624, 2.36648598, 5.13519666, 1.26550832, 3.33895914,\n", + " 1.35072766, 2.18463355, -1.40080224, 0.82155098, 2.19817694,\n", + " 1.58488655, -0.70322015, 2.10199561, 3.19613451, -2.27239163,\n", + " 1.6372468 , 1.2694506 , -1.59418576, 4.35724457, 1.43878064,\n", + " -0.94519619, -0.64101139, 2.3695803 , 1.17681803, -1.15535988,\n", + " 2.89142301, 3.68463718, 4.41358507, 2.41717233, 1.2651431 ,\n", + " 0.50676959, 3.40189094, 4.66175356, 2.0137643 , -0.3665037 ,\n", + " -0.15934915, 2.22404326, -0.28872766, 2.5937833 , 4.86038966,\n", + " 4.20227156, 3.65876424, 0.11857169, 1.23337063, 0.98727054,\n", + " 4.96226263, 0.72030776, -2.11496037, -0.14112885, 4.46520138,\n", + " 2.81353895, -0.95016288, -0.22112488, -0.11971478, 3.60553071,\n", + " 0.15974397, 2.63739945, 1.09254545, 2.50195084, -0.85448172,\n", + " 3.36610032, -2.01495188, 0.69727435, -1.15829867, 1.34142622,\n", + " -3.05317718, 5.00009153, 5.07458075, 4.80945838, 1.74628816,\n", + " 2.70133453, 4.13282845, 2.48261413, 2.96601212, -3.82392823,\n", + " -0.84738916, -0.75236468, 2.50333587, 0.84959676, -1.61355471,\n", + " 3.63912671, 2.19089945, 3.71732758, 1.44753226, 1.09271068,\n", + " 1.85588673, 2.68198568, 2.04637684, 2.77057471, 3.16519595,\n", + " 0.20803007, 1.1589761 , -0.83524052, 0.70905708, 0.39736511,\n", + " 1.12948445, 1.51703228, 4.06921727, -1.23250657, 1.4902808 ,\n", + " 1.51216578, 2.10443025, 2.30659757, 0.11747655, 2.95600402,\n", + " 0.57730601, 3.77618059, 0.79983709, 0.59412912, 1.28825374,\n", + " -0.443251 , 3.41644361, -3.7144429 , -1.31532575, 1.46379712,\n", + " -1.20557658, 0.26349426, 4.80743797, -1.03007461, 2.8081075 ,\n", + " 0.75864539, 1.5473125 , 3.28874413, 0.63554428, 1.97566268,\n", + " 1.86772014, 2.23786663, 1.34291714, -0.99186322, 0.59515639,\n", + " 0.88638247, 0.33708566, 1.14570571, 4.01458863, 2.25926462,\n", + " 3.23254876, 1.63680969, 4.34433617, -2.06361611, -2.42034369,\n", + " 2.00289052, 1.2793642 , -2.34689115, -0.46950522, 0.26992916,\n", + " 3.18758024, 0.71109365, -1.90190257, 0.63171807, 1.68962746,\n", + " 1.67499931, -1.07978374, 1.23078713, 0.40193413, 1.36261732,\n", + " 0.49617669, -0.90437932, -1.32737642, -0.49098765, -0.25191926,\n", + " 1.24901515, 3.48952071, 0.1142845 , -0.43706667, 3.27505526,\n", + " -2.41635226, 4.11047753, 2.85254084, 0.9088181 , 1.55301821,\n", + " 0.09344425, -0.65588195, -3.25399034, -0.05782307, 3.92423573,\n", + " 2.43886571, -3.54406645, 0.20406096, 0.11798472, 1.03316612,\n", + " 0.60403017, 2.23416852, -0.05347852, 1.49391235, -0.32473392])" + ] + }, + "metadata": {}, + "execution_count": 48 + } + ] + }, + { + "cell_type": "code", + "source": [ + "data_2" + ], + "metadata": { + "id": "ArfxxVQ5AqS7", + "outputId": "08b14ce4-2cfc-44a5-f5bd-e9467fe7785f", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": 49, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([-1.65978267, -1.96854349, -0.48327588, -2.62345922, 3.35167063,\n", + " 3.7366394 , 2.23511234, 0.09294411, 4.1835693 , 3.50376019,\n", + " 3.40330069, 1.1549121 , 0.08957529, -0.11202372, 1.113461 ,\n", + " 1.56422606, -1.10296183, 4.34961648, 3.19001075, 6.54400376,\n", + " -1.21170739, 2.28079034, 1.98683576, 3.01568158, -0.30688071,\n", + " 1.86446226, 0.73033013, 3.40363726, 1.31180015, -2.44871992,\n", + " 4.73085155, 0.7754752 , 3.12111183, -2.63840776, 5.16397677,\n", + " 2.00690452, 1.4454582 , 1.84313907, -1.40229149, -2.78004997,\n", + " 1.16721328, 3.52222515, 0.71061328, -1.07546585, -0.92428123,\n", + " 3.46256906, 5.9750844 , 2.60583506, 2.57556 , -0.98688289,\n", + " 0.89459785, 2.39597994, 2.07799055, 1.48603353, 1.49309327,\n", + " 2.23919603, -1.52262763, 2.19211971, 1.84029509, -3.82252465,\n", + " -1.24747824, -0.03305333, 3.07120364, 1.84270873, -0.24521576,\n", + " 1.13273545, 0.53869965, -2.39168006, 3.02426568, 2.1573823 ,\n", + " 1.74498134, 2.80165778, 2.72826807, -0.31407501, 1.27970931,\n", + " -0.46200274, -0.97877124, 0.28351784, -1.03054164, 0.92686484,\n", + " 0.13274864, 1.90656149, 2.18320161, 1.96652322, -0.45091125,\n", + " 2.95462716, 1.76448347, -0.54577149, 0.36270663, 2.58144448,\n", + " 3.54346966, -3.00903187, 3.27414475, 4.20799854, 0.79565282,\n", + " 1.12141809, 1.09080932, -1.34279636, 2.20025161, 0.62116732,\n", + " -3.42154466, 2.91309138, 1.02523965, 2.06778043, 2.70676072,\n", + " -0.20211546, -1.71876054, 1.00969262, 2.54944955, -0.54671357,\n", + " 1.90270622, 1.06395669, 3.37559338, 3.4381734 , 0.75192556,\n", + " 2.08989093, -1.34171255, 4.57025156, 1.18574006, -1.40427067,\n", + " -2.22512995, 1.48035598, -2.65987777, 0.02711177, -1.45011404,\n", + " 4.40971256, 1.31697885, 4.34856242, 0.91933084, -0.19036422,\n", + " -5.10064525, 2.09471468, 5.43737399, -1.15795042, -0.64446506,\n", + " 1.61677392, -1.06959957, 0.11813518, -1.16875935, 2.45698918,\n", + " -1.95049905, 2.98052491, -1.19013441, 1.47914901, -0.9765771 ,\n", + " 1.08175721, 1.33133119, 4.55653457, 2.87170708, 1.10956044,\n", + " 1.32080184, 0.69821041, 2.83212243, 0.32915347, 5.79660058,\n", + " 1.75315557, 1.56044742, 0.20655944, 1.47969565, -1.36823819,\n", + " 0.73689502, 3.20189397, 4.92516146, 2.4144138 , -0.02326762,\n", + " 2.31521112, -0.60739944, 3.73197296, 2.20970609, 4.45234977,\n", + " 1.96927867, 0.18355191, 2.26170783, 1.83845008, 0.56366328,\n", + " 1.40735855, 1.03969592, -3.74227657, 0.97565603, 1.14648232,\n", + " 2.32732399, -0.79976135, -3.31623918, 1.47842611, 1.43097264,\n", + " -0.50966448, -2.0784363 , 1.39350207, 2.28159964, 0.48928334,\n", + " 4.59940551, 1.15350716, 1.10394028, 0.12699683, -0.02960664,\n", + " 2.16892945, 1.66293067, 1.40416307, -0.89236047, -2.37867729])" + ] + }, + "metadata": {}, + "execution_count": 49 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "WEcN-r-K9maA", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "59032ac5-c8c5-4ca0-bf13-86c154fbf29b" + }, + "source": [ + "# calculating the covariance between both arrays\n", + "np.cov(data_1,data_2)\n", + "\n", + "#returns a matrix of covariances, how do I interpret this?\n", + "#[cov data_ 1 with data_1 == variance data_1, cov data_1 with data_2]\n", + "#[cov data_2 with data_1, cov data_2 with data_2 == variance data_2]\n" + ], + "execution_count": 53, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[3.99314768, 0.44066036],\n", + " [0.44066036, 4.28857171]])" + ] + }, + "metadata": {}, + "execution_count": 53 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "QotzH8zTOGMR", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "outputId": "0da67c0c-a7dd-4846-9590-9cab03a840d8" + }, + "source": [ + "plt.scatter(data_1,data_2)\n", + "plt.show()" + ], + "execution_count": 54, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "_t42iL58NBN0", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "a376e23b-61d9-4e31-88f2-eb69569118cc" + }, + "source": [ + "#If i force data_3 to be correlated to data_1 by centering each datapoint fromt he corresponding one in data_1\n", + "data_3 = - data_1 + np.random.normal(loc = 0, scale = 2, size = 200)\n", + "\n", + "np.cov(data_1,data_3)" + ], + "execution_count": 55, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[ 3.99314768, -3.69991886],\n", + " [-3.69991886, 7.24368919]])" + ] + }, + "metadata": {}, + "execution_count": 55 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "yYsrg2uQOMlg", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "outputId": "da1a6072-6804-4348-c566-2b86b37e3bb7" + }, + "source": [ + "plt.scatter(data_1,data_3)\n", + "plt.show()" + ], + "execution_count": 56, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "pLbozI6XNBQ5", + "outputId": "171fea44-cfec-45e5-af39-1b1ff89c3e21", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + } + }, + "source": [ + "plt.scatter(data_1,data_1)\n", + "plt.show()" + ], + "execution_count": 57, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "aiYCOu-3CWuW" + }, + "source": [ + "heights= np.array([171,165,157,171,190,160,184,172,160])\n", + "shoesize= np.array([39,36,33,42,45,36,43,42,36])\n", + "nr_pets=np.array([2,2,7,10,0,10,6,6,3])" + ], + "execution_count": 59, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "id": "ZuiW68iBinzt", + "outputId": "aee42d32-8fff-4a50-a5d3-01564c6591b3" + }, + "source": [ + "plt.scatter(heights,shoesize)\n", + "plt.show()" + ], + "execution_count": 64, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "plt.scatter(heights,nr_pets)\n", + "plt.show()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 430 + }, + "id": "zI6cF7M6ELYz", + "outputId": "ada2e319-75e2-46d8-d038-1808e1e4a8ff" + }, + "execution_count": 65, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "source": [ + "np.cov(heights,shoesize)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "vf0gOlAuGqJ-", + "outputId": "a4a73b0d-2cae-467a-a930-0aac9f4243e5" + }, + "execution_count": 66, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[124.5 , 42.25 ],\n", + " [ 42.25 , 16.61111111]])" + ] + }, + "metadata": {}, + "execution_count": 66 + } + ] + }, + { + "cell_type": "code", + "source": [ + "np.cov(heights,nr_pets)" + ], + "metadata": { + "id": "OPsc3WavxFXZ", + "outputId": "d527d915-ba83-4ab5-8f5e-a91b454a3806", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": 67, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[124.5 , -15.375 ],\n", + " [-15.375 , 12.86111111]])" + ] + }, + "metadata": {}, + "execution_count": 67 + } + ] + }, + { + "cell_type": "code", + "source": [ + "# let's calculate the correlation\n", + "# this command returns pearson correlation only\n", + "np.corrcoef(data_1,data_2)\n", + "\n", + "# [ corr data_1 with itself, corr data_1 with data_2]\n", + "# [ corr data_2 with data_1, corr data_2 with itself]" + ], + "metadata": { + "id": "5_bU3R5mxBMN", + "outputId": "21cb2c51-b7a2-459f-e1a0-f489eea61b0f", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": 68, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[1. , 0.10648537],\n", + " [0.10648537, 1. ]])" + ] + }, + "metadata": {}, + "execution_count": 68 + } + ] + }, + { + "cell_type": "code", + "source": [ + "np.corrcoef(heights,shoesize)" + ], + "metadata": { + "id": "l-5UOwnexJLl", + "outputId": "71ffd8af-db45-4b26-acf4-61fe50b2db21", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": 69, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[1. , 0.92905772],\n", + " [0.92905772, 1. ]])" + ] + }, + "metadata": {}, + "execution_count": 69 + } + ] + }, + { + "cell_type": "code", + "source": [ + "np.corrcoef(heights,nr_pets)" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bkvsVxA9Dh60", + "outputId": "ca7f8ce5-c345-4735-99e9-d70f17b09faf" + }, + "execution_count": 70, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([[ 1. , -0.38422994],\n", + " [-0.38422994, 1. ]])" + ] + }, + "metadata": {}, + "execution_count": 70 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from scipy import stats\n", + "\n", + "y = np.square(x) + np.random.normal(loc = 0, scale = 5, size = 10)\n", + "y = np.exp(x) + np.random.normal(loc = 0, scale = 5, size = 10)" + ], + "metadata": { + "id": "h-KvlrUwEcLy" + }, + "execution_count": 75, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "lM_RKJNGBMy3", + "outputId": "aa64e60f-9873-4a00-a101-d8c3a7b0a011", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "source": [ + "from scipy import stats\n", + "# spearman correlation example -> good correlations\n", + "x = np.arange(0,10,1)\n", + "\n", + "# try running the cells below with these combinations\n", + "y = np.square(x) + np.random.normal(loc = 0, scale = 5, size = 10)\n", + "y = np.exp(x) + np.random.normal(loc = 0, scale = 5, size = 10)\n", + "\n", + "\n", + "# spearman correlation example -> bad correlations\n", + "x = np.arange(-10,10,1)\n", + "\n", + "# try running the cells below with these combinations\n", + "y = np.square(x) + np.random.normal(loc = 0, scale = 5, size = 20)\n", + "#y = np.exp(x) + np.random.normal(loc = 0, scale = 5, size = 20)\n", + "\n", + "\n", + "print(x)\n", + "print(y)\n", + "# # pearson\n", + "# print(\"Pearson correlation: \",stats.pearsonr(x,y)[0])\n", + "# # spearman\n", + "# print(stats.spearmanr(x,y))\n", + "# # kendall tau\n", + "# print(stats.kendalltau(x,y))\n", + "# plt.scatter(x,y)\n", + "# plt.show()" + ], + "execution_count": 81, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[-10 -9 -8 -7 -6 -5 -4 -3 -2 -1 0 1 2 3 4 5 6 7\n", + " 8 9]\n", + "[ 1.01111394e+02 8.05214837e+01 5.68782239e+01 5.20050112e+01\n", + " 3.82965800e+01 2.32342980e+01 2.79454897e+01 4.73376115e+00\n", + " 1.15136781e+01 2.51610773e+00 -2.03567950e+00 6.94889563e+00\n", + " 2.30875839e+00 -6.51453774e-02 1.56261436e+01 2.18316477e+01\n", + " 4.44686307e+01 5.59354703e+01 6.31192280e+01 7.69159838e+01]\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "IopL7xfoSjXM" + }, + "source": [], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file From a07e76bad4014d97fbea65326ee035296d1c4ed8 Mon Sep 17 00:00:00 2001 From: Tarinee <115019392+TMeesters@users.noreply.github.com> Date: Mon, 30 Oct 2023 21:07:30 +0100 Subject: [PATCH 3/5] Created using Colaboratory --- Day_1_statistics_python.ipynb | 2215 +++++++++++++++++++++++++++++++++ 1 file changed, 2215 insertions(+) create mode 100644 Day_1_statistics_python.ipynb diff --git a/Day_1_statistics_python.ipynb b/Day_1_statistics_python.ipynb new file mode 100644 index 0000000..26384e0 --- /dev/null +++ b/Day_1_statistics_python.ipynb @@ -0,0 +1,2215 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "hRj0X8Y-gcCD" + }, + "source": [ + "#This Notebook is a collection of techniques that were presented in other notebooks" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "GX8FzY3pC5Lp" + }, + "source": [ + "import pandas as pd" + ], + "execution_count": 5, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "p5ilGoj0vHPc", + "outputId": "9b2ee1a5-70f9-495b-f2c0-0872e99829a4", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 521 + } + }, + "source": [ + "superstore = pd.read_excel(\"/content/Sample - EU Superstore.xls\")\n", + "superstore.head()" + ], + "execution_count": 10, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Row ID Order ID Order Date Ship Date Ship Mode Customer ID \\\n", + "0 1 ES-2017-1311038 2017-02-07 2017-02-11 Standard Class AS-10045 \n", + "1 2 ES-2017-1311038 2017-02-07 2017-02-11 Standard Class AS-10045 \n", + "2 3 ES-2017-1311038 2017-02-07 2017-02-11 Standard Class AS-10045 \n", + "3 4 ES-2017-1311038 2017-02-07 2017-02-11 Standard Class AS-10045 \n", + "4 5 ES-2017-1311038 2017-02-07 2017-02-11 Standard Class AS-10045 \n", + "\n", + " Customer Name Segment City State Country Region \\\n", + "0 Aaron Smayling Corporate Leeds England United Kingdom North \n", + "1 Aaron Smayling Corporate Leeds England United Kingdom North \n", + "2 Aaron Smayling Corporate Leeds England United Kingdom North \n", + "3 Aaron Smayling Corporate Leeds England United Kingdom North \n", + "4 Aaron Smayling Corporate Leeds England United Kingdom North \n", + "\n", + " Product ID Category Sub-Category \\\n", + "0 OFF-ST-10000988 Office Supplies Storage \n", + "1 TEC-AC-10004144 Technology Accessories \n", + "2 OFF-LA-10001915 Office Supplies Labels \n", + "3 OFF-ST-10004550 Office Supplies Storage \n", + "4 TEC-AC-10004068 Technology Accessories \n", + "\n", + " Product Name Sales Quantity Discount \\\n", + "0 Fellowes Folders, Blue 79.20 3 0.0 \n", + "1 SanDisk Numeric Keypad, Bluetooth 388.92 7 0.0 \n", + "2 Avery Legal Exhibit Labels, 5000 Label Set 35.19 3 0.0 \n", + "3 Fellowes Folders, Wire Frame 50.94 2 0.0 \n", + "4 Memorex Memory Card, USB 307.44 3 0.0 \n", + "\n", + " Profit \n", + "0 39.60 \n", + "1 0.00 \n", + "2 16.11 \n", + "3 13.20 \n", + "4 73.71 " + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Row IDOrder IDOrder DateShip DateShip ModeCustomer IDCustomer NameSegmentCityStateCountryRegionProduct IDCategorySub-CategoryProduct NameSalesQuantityDiscountProfit
01ES-2017-13110382017-02-072017-02-11Standard ClassAS-10045Aaron SmaylingCorporateLeedsEnglandUnited KingdomNorthOFF-ST-10000988Office SuppliesStorageFellowes Folders, Blue79.2030.039.60
12ES-2017-13110382017-02-072017-02-11Standard ClassAS-10045Aaron SmaylingCorporateLeedsEnglandUnited KingdomNorthTEC-AC-10004144TechnologyAccessoriesSanDisk Numeric Keypad, Bluetooth388.9270.00.00
23ES-2017-13110382017-02-072017-02-11Standard ClassAS-10045Aaron SmaylingCorporateLeedsEnglandUnited KingdomNorthOFF-LA-10001915Office SuppliesLabelsAvery Legal Exhibit Labels, 5000 Label Set35.1930.016.11
34ES-2017-13110382017-02-072017-02-11Standard ClassAS-10045Aaron SmaylingCorporateLeedsEnglandUnited KingdomNorthOFF-ST-10004550Office SuppliesStorageFellowes Folders, Wire Frame50.9420.013.20
45ES-2017-13110382017-02-072017-02-11Standard ClassAS-10045Aaron SmaylingCorporateLeedsEnglandUnited KingdomNorthTEC-AC-10004068TechnologyAccessoriesMemorex Memory Card, USB307.4430.073.71
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ] + }, + "metadata": {}, + "execution_count": 10 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "8OpmnMfphfmC", + "outputId": "90341f44-a17c-4a42-aa83-40b6621d67df", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 300 + } + }, + "source": [ + "# descriptive statistics\n", + "# take all the numerical columns and performs the basic statistics indicators on them\n", + "superstore.describe()" + ], + "execution_count": 11, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Row ID Sales Quantity Discount Profit\n", + "count 10000.00000 10000.000000 10000.000000 10000.000000 10000.000000\n", + "mean 5000.50000 293.808906 3.777300 0.103105 37.282974\n", + "std 2886.89568 486.055635 2.203268 0.174782 178.100384\n", + "min 1.00000 2.955000 1.000000 0.000000 -3059.820000\n", + "25% 2500.75000 49.462500 2.000000 0.000000 1.320000\n", + "50% 5000.50000 119.355000 3.000000 0.000000 14.220000\n", + "75% 7500.25000 320.708625 5.000000 0.100000 48.510000\n", + "max 10000.00000 7958.580000 14.000000 0.850000 3979.080000" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Row IDSalesQuantityDiscountProfit
count10000.0000010000.00000010000.00000010000.00000010000.000000
mean5000.50000293.8089063.7773000.10310537.282974
std2886.89568486.0556352.2032680.174782178.100384
min1.000002.9550001.0000000.000000-3059.820000
25%2500.7500049.4625002.0000000.0000001.320000
50%5000.50000119.3550003.0000000.00000014.220000
75%7500.25000320.7086255.0000000.10000048.510000
max10000.000007958.58000014.0000000.8500003979.080000
\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ] + }, + "metadata": {}, + "execution_count": 11 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "52nwTMpZhw-G", + "outputId": "af449c23-c3b7-4d67-f638-549760839abe", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "source": [ + "# you can also call aggregating functions on the whole dataframe\n", + "# returns a dataseries with the average value of each numerical column\n", + "superstore.mean()" + ], + "execution_count": 12, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + ":3: FutureWarning: DataFrame.mean and DataFrame.median with numeric_only=None will include datetime64 and datetime64tz columns in a future version.\n", + " superstore.mean()\n", + ":3: FutureWarning: The default value of numeric_only in DataFrame.mean is deprecated. In a future version, it will default to False. In addition, specifying 'numeric_only=None' is deprecated. Select only valid columns or specify the value of numeric_only to silence this warning.\n", + " superstore.mean()\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Row ID 5000.500000\n", + "Sales 293.808906\n", + "Quantity 3.777300\n", + "Discount 0.103105\n", + "Profit 37.282974\n", + "dtype: float64" + ] + }, + "metadata": {}, + "execution_count": 12 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "N8Q3q0mWlbAE", + "outputId": "5f98b519-7c88-44cf-e88d-c539d3193d04", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 466 + } + }, + "source": [ + "# understand the relationship between sales and profit\n", + "superstore.plot.scatter(x = \"Sales\", y = 'Profit')" + ], + "execution_count": 13, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 13 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "4aPvRebfmEa0", + "outputId": "0c8e85be-c792-40ab-dec7-3a901be5bf4c", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 233 + } + }, + "source": [ + "# seeing relationships through a scatter plot, is not sustainable, its vague\n", + "# how can we check the correlations between variables in a dataframe\n", + "superstore.corr()\n", + "\n", + "# that correlation is a number that goes from -1 to 1\n", + "# correlation = 1 -> very strong positive correlation -> if one variable increases, so does the other\n", + "# correlation = 0 -> no correlation\n", + "# correlation = -1 -> very strong negative corrlation -> if one variable increases, the other decreases" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Row IDPostal CodeSalesQuantityDiscountProfit
Row ID1.0000000.009671-0.001359-0.0040160.0134800.012497
Postal Code0.0096711.000000-0.0238540.0127610.058443-0.029961
Sales-0.001359-0.0238541.0000000.200795-0.0281900.479064
Quantity-0.0040160.0127610.2007951.0000000.0086230.066253
Discount0.0134800.058443-0.0281900.0086231.000000-0.219487
Profit0.012497-0.0299610.4790640.066253-0.2194871.000000
\n", + "
" + ], + "text/plain": [ + " Row ID Postal Code Sales Quantity Discount Profit\n", + "Row ID 1.000000 0.009671 -0.001359 -0.004016 0.013480 0.012497\n", + "Postal Code 0.009671 1.000000 -0.023854 0.012761 0.058443 -0.029961\n", + "Sales -0.001359 -0.023854 1.000000 0.200795 -0.028190 0.479064\n", + "Quantity -0.004016 0.012761 0.200795 1.000000 0.008623 0.066253\n", + "Discount 0.013480 0.058443 -0.028190 0.008623 1.000000 -0.219487\n", + "Profit 0.012497 -0.029961 0.479064 0.066253 -0.219487 1.000000" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 6 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "vD3ENbPnjQLe", + "outputId": "68aa6c21-358b-462b-da0e-a85114f43c38", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 447 + } + }, + "source": [ + "# box plots -> great way to perform one dimensional analysis of a metric\n", + "superstore.plot.box()" + ], + "execution_count": 14, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 14 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "9yYugqbkpA8R", + "outputId": "0822e855-9bf9-4039-d720-5d49941a7404", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 507 + } + }, + "source": [ + "#heatmaps are a fancier way of looking at correlations with a color component\n", + "import seaborn as sns\n", + "s/content/Sample - EU Superstore.xlsstore.corr().columns)" + ], + "execution_count": 15, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + ":3: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n", + " sns.heatmap(superstore.corr(),annot=True, xticklabels = superstore.corr().columns,yticklabels = superstore.corr().columns)\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 15 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "4Mo85lnhFgrX", + "outputId": "82618481-fbde-4f6e-b33b-24f4c24d089e", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 424 + } + }, + "source": [ + "superstore.select_dtypes(include=['int64','float64'])" + ], + "execution_count": 17, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Row ID Sales Quantity Discount Profit\n", + "0 1 79.20 3 0.0 39.60\n", + "1 2 388.92 7 0.0 0.00\n", + "2 3 35.19 3 0.0 16.11\n", + "3 4 50.94 2 0.0 13.20\n", + "4 5 307.44 3 0.0 73.71\n", + "... ... ... ... ... ...\n", + "9995 9996 59.82 2 0.0 23.88\n", + "9996 9997 6.66 1 0.0 0.57\n", + "9997 9998 96.66 6 0.0 28.98\n", + "9998 9999 502.95 7 0.0 221.13\n", + "9999 10000 152.28 6 0.0 50.22\n", + "\n", + "[10000 rows x 5 columns]" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Row IDSalesQuantityDiscountProfit
0179.2030.039.60
12388.9270.00.00
2335.1930.016.11
3450.9420.013.20
45307.4430.073.71
..................
9995999659.8220.023.88
999699976.6610.00.57
9997999896.6660.028.98
99989999502.9570.0221.13
999910000152.2860.050.22
\n", + "

10000 rows × 5 columns

\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ] + }, + "metadata": {}, + "execution_count": 17 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "rDzd402kucOj", + "outputId": "c0714ba5-a225-4908-ea7f-9ffc4512d178", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 830 + } + }, + "source": [ + "#normalization and standardization can be used to compare variables that are in different scales/units\n", + "import sklearn\n", + "from sklearn.preprocessing import MinMaxScaler\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "only_numerics = superstore.select_dtypes(include=['int64','float64'])\n", + "\n", + "display(pd.DataFrame(MinMaxScaler().fit_transform(only_numerics),columns=only_numerics.columns))\n", + "display(pd.DataFrame(StandardScaler().fit_transform(only_numerics),columns=only_numerics.columns))" + ], + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + " Row ID Sales Quantity Discount Profit\n", + "0 0.0000 0.009584 0.153846 0.0 0.440327\n", + "1 0.0001 0.048515 0.461538 0.0 0.434701\n", + "2 0.0002 0.004052 0.153846 0.0 0.436990\n", + "3 0.0003 0.006032 0.076923 0.0 0.436577\n", + "4 0.0004 0.038273 0.153846 0.0 0.445173\n", + "... ... ... ... ... ...\n", + "9995 0.9996 0.007148 0.076923 0.0 0.438094\n", + "9996 0.9997 0.000466 0.000000 0.0 0.434782\n", + "9997 0.9998 0.011778 0.384615 0.0 0.438819\n", + "9998 0.9999 0.062848 0.461538 0.0 0.466117\n", + "9999 1.0000 0.018770 0.384615 0.0 0.441836\n", + "\n", + "[10000 rows x 5 columns]" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Row IDSalesQuantityDiscountProfit
00.00000.0095840.1538460.00.440327
10.00010.0485150.4615380.00.434701
20.00020.0040520.1538460.00.436990
30.00030.0060320.0769230.00.436577
40.00040.0382730.1538460.00.445173
..................
99950.99960.0071480.0769230.00.438094
99960.99970.0004660.0000000.00.434782
99970.99980.0117780.3846150.00.438819
99980.99990.0628480.4615380.00.466117
99991.00000.0187700.3846150.00.441836
\n", + "

10000 rows × 5 columns

\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + " Row ID Sales Quantity Discount Profit\n", + "0 -1.731878 -0.441554 -0.352812 -0.589937 0.013010\n", + "1 -1.731531 0.195689 1.462764 -0.589937 -0.209347\n", + "2 -1.731185 -0.532103 -0.352812 -0.589937 -0.118888\n", + "3 -1.730838 -0.499698 -0.806706 -0.589937 -0.135228\n", + "4 -1.730492 0.028046 -0.352812 -0.589937 0.204541\n", + "... ... ... ... ... ...\n", + "9995 1.730492 -0.481428 -0.806706 -0.589937 -0.075259\n", + "9996 1.730838 -0.590803 -1.260600 -0.589937 -0.206147\n", + "9997 1.731185 -0.405630 1.008870 -0.589937 -0.046622\n", + "9998 1.731531 0.430304 1.462764 -0.589937 1.032318\n", + "9999 1.731878 -0.291193 1.008870 -0.589937 0.072643\n", + "\n", + "[10000 rows x 5 columns]" + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Row IDSalesQuantityDiscountProfit
0-1.731878-0.441554-0.352812-0.5899370.013010
1-1.7315310.1956891.462764-0.589937-0.209347
2-1.731185-0.532103-0.352812-0.589937-0.118888
3-1.730838-0.499698-0.806706-0.589937-0.135228
4-1.7304920.028046-0.352812-0.5899370.204541
..................
99951.730492-0.481428-0.806706-0.589937-0.075259
99961.730838-0.590803-1.260600-0.589937-0.206147
99971.731185-0.4056301.008870-0.589937-0.046622
99981.7315310.4303041.462764-0.5899371.032318
99991.731878-0.2911931.008870-0.5899370.072643
\n", + "

10000 rows × 5 columns

\n", + "
\n", + "
\n", + "\n", + "
\n", + " \n", + "\n", + " \n", + "\n", + " \n", + "
\n", + "\n", + "\n", + "
\n", + " \n", + "\n", + "\n", + "\n", + " \n", + "
\n", + "
\n", + "
\n" + ] + }, + "metadata": {} + } + ] + } + ] +} \ No newline at end of file From e6ac9e6c01c4d353715716fbc9d0937ffbcd653c Mon Sep 17 00:00:00 2001 From: Tarinee <115019392+TMeesters@users.noreply.github.com> Date: Thu, 2 Nov 2023 18:49:11 +0100 Subject: [PATCH 4/5] Created using Colaboratory --- Day_2_EDV.ipynb | 1884 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 1884 insertions(+) create mode 100644 Day_2_EDV.ipynb diff --git a/Day_2_EDV.ipynb b/Day_2_EDV.ipynb new file mode 100644 index 0000000..7850d35 --- /dev/null +++ b/Day_2_EDV.ipynb @@ -0,0 +1,1884 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "include_colab_link": true + }, + "kernelspec": { + "display_name": "Python 3", + "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": "3.7.9" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "qFvPioxAhAY4" + }, + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "zKVcKcokhAY7" + }, + "source": [ + "# Data analysis is better when it is hypothesis driven\n", + "# How to generate Hypotheses with EDA and EDV? - A case study\n", + "# Apologies in advance for the lack of comments so far" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 288 + }, + "id": "LLetFCbIhAY-", + "outputId": "5b2a88dc-4e7c-4724-deab-ee5ffce8d824" + }, + "source": [ + "financials = pd.read_csv('financials_loans.csv')\n", + "financials.head()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Client ID client_t loan_t date Volume Maturity \\\n", + "0 297759463 small_corp variable 01/07/2018 555437.50000 2793 \n", + "1 271651132 small_indiv variable 01/12/2016 444108.11330 3352 \n", + "2 221756762 small_indiv terms 01/05/2012 20220.89758 2093 \n", + "3 586354981 small_corp terms 01/01/2013 55223.75184 1049 \n", + "4 343074535 small_corp terms 01/01/2017 21869.87317 2728 \n", + "\n", + " fixed component variable component fixed costs Unitary profitability \n", + "0 0.015281 0.034139 103.250614 0.051455 \n", + "1 0.019273 0.052811 207.025475 0.064263 \n", + "2 0.016482 0.036044 134.481552 0.049888 \n", + "3 0.017405 0.040345 92.255404 0.049888 \n", + "4 0.015468 0.043747 233.841828 0.052334 " + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Client IDclient_tloan_tdateVolumeMaturityfixed componentvariable componentfixed costsUnitary profitability
0297759463small_corpvariable01/07/2018555437.5000027930.0152810.034139103.2506140.051455
1271651132small_indivvariable01/12/2016444108.1133033520.0192730.052811207.0254750.064263
2221756762small_indivterms01/05/201220220.8975820930.0164820.036044134.4815520.049888
3586354981small_corpterms01/01/201355223.7518410490.0174050.04034592.2554040.049888
4343074535small_corpterms01/01/201721869.8731727280.0154680.043747233.8418280.052334
\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
\n", + "
\n", + " " + ] + }, + "metadata": {}, + "execution_count": 2 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "aGn97DnXhAZA", + "outputId": "2829e600-8fc4-40cd-a212-ded2385d71b8" + }, + "source": [ + "financials.shape" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(266102, 10)" + ] + }, + "metadata": {}, + "execution_count": 3 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Cg1RIjFu8x1e", + "outputId": "a58b910b-9fa5-41af-cf0d-f3c36351d5a1" + }, + "source": [ + "financials['client_t'].unique()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['small_corp', 'small_indiv'], dtype=object)" + ] + }, + "metadata": {}, + "execution_count": 4 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "i_11wFLC86i8", + "outputId": "75f1b480-d8b9-4502-cf34-0226e070fdb0" + }, + "source": [ + "financials['loan_t'].unique()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array(['variable', 'terms'], dtype=object)" + ] + }, + "metadata": {}, + "execution_count": 5 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 193 + }, + "id": "NKqDHCOxhAZD", + "outputId": "a05d90db-0603-4089-b104-1418ec95b511" + }, + "source": [ + "financials['type']=financials['client_t']+'_'+financials['loan_t']\n", + "financials.head(2)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Client ID client_t loan_t date Volume Maturity \\\n", + "0 297759463 small_corp variable 01/07/2018 555437.5000 2793 \n", + "1 271651132 small_indiv variable 01/12/2016 444108.1133 3352 \n", + "\n", + " fixed component variable component fixed costs Unitary profitability \\\n", + "0 0.015281 0.034139 103.250614 0.051455 \n", + "1 0.019273 0.052811 207.025475 0.064263 \n", + "\n", + " type \n", + "0 small_corp_variable \n", + "1 small_indiv_variable " + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Client IDclient_tloan_tdateVolumeMaturityfixed componentvariable componentfixed costsUnitary profitabilitytype
0297759463small_corpvariable01/07/2018555437.500027930.0152810.034139103.2506140.051455small_corp_variable
1271651132small_indivvariable01/12/2016444108.113333520.0192730.052811207.0254750.064263small_indiv_variable
\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
\n", + "
\n", + " " + ] + }, + "metadata": {}, + "execution_count": 6 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 280 + }, + "id": "g2Ddpn3XhAZF", + "outputId": "5b4300ed-6b75-4bb1-f1f2-9998a1c293ca" + }, + "source": [ + "sns.boxplot(x='type',y='Unitary profitability', data = financials)\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 288 + }, + "id": "XEFqw8jfhAZH", + "outputId": "e09d831d-b0fe-49de-cb30-40d231ad3d34" + }, + "source": [ + "sm_corp_var = financials[financials['type']=='small_corp_variable']\n", + "sm_corp_var.head()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Client ID client_t loan_t date Volume Maturity \\\n", + "0 297759463 small_corp variable 01/07/2018 555437.5000 2793 \n", + "5 262392350 small_corp variable 01/08/2017 317392.8571 3339 \n", + "6 328812009 small_corp variable 01/11/2016 475000.0000 2599 \n", + "8 69020604 small_corp variable 01/10/2016 386391.3043 944 \n", + "9 130212894 small_corp variable 01/03/2013 386391.3043 1114 \n", + "\n", + " fixed component variable component fixed costs Unitary profitability \\\n", + "0 0.015281 0.034139 103.250614 0.051455 \n", + "5 0.026637 0.051593 188.477631 0.081117 \n", + "6 0.018515 0.032979 213.533495 0.058692 \n", + "8 0.022835 0.046975 140.597643 0.066056 \n", + "9 0.014659 0.036972 134.261741 0.058000 \n", + "\n", + " type \n", + "0 small_corp_variable \n", + "5 small_corp_variable \n", + "6 small_corp_variable \n", + "8 small_corp_variable \n", + "9 small_corp_variable " + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Client IDclient_tloan_tdateVolumeMaturityfixed componentvariable componentfixed costsUnitary profitabilitytype
0297759463small_corpvariable01/07/2018555437.500027930.0152810.034139103.2506140.051455small_corp_variable
5262392350small_corpvariable01/08/2017317392.857133390.0266370.051593188.4776310.081117small_corp_variable
6328812009small_corpvariable01/11/2016475000.000025990.0185150.032979213.5334950.058692small_corp_variable
869020604small_corpvariable01/10/2016386391.30439440.0228350.046975140.5976430.066056small_corp_variable
9130212894small_corpvariable01/03/2013386391.304311140.0146590.036972134.2617410.058000small_corp_variable
\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
\n", + "
\n", + " " + ] + }, + "metadata": {}, + "execution_count": 8 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ddK1YI-O9qiG", + "outputId": "8955b42e-f6ea-4bbd-b046-42f0f6a481db" + }, + "source": [ + "sm_corp_var.shape" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(71906, 11)" + ] + }, + "metadata": {}, + "execution_count": 9 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nbGv1QCijXtP", + "outputId": "f52f5bb7-4f61-49d9-9ab0-e7937a76e74b" + }, + "source": [ + "sm_corp_var['Volume'].sum()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "34178358375.4803" + ] + }, + "metadata": {}, + "execution_count": 10 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 267 + }, + "id": "1bWPLz9ChAZK", + "outputId": "d879181b-e242-47f3-81e8-d804ecbb9a8e" + }, + "source": [ + "sm_corp_var['Unitary profitability'].hist()\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 815 + }, + "id": "0n6OtN3khAZM", + "outputId": "a08f39f9-bd6f-4e87-cac3-df4ed1c07fb4" + }, + "source": [ + "sns.pairplot(sm_corp_var)\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 278 + }, + "id": "6jQjPjC9hAZO", + "outputId": "51e99baa-262d-412e-c358-df87280bab99" + }, + "source": [ + "plt.scatter(sm_corp_var['Volume'],sm_corp_var['Unitary profitability'],alpha=0.25)\n", + "plt.show()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEFCAYAAADt1CyEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdeZicV33g++95l3pr7epF3VJLrcXW6lUylo0MNiDAgAdiPAmLQ8xAbjIkZLh5Mtw8gTvcbGSYkJkJk0nMZEJYBuIkDpe5cUywcQwWm5Bsy7ZsI1tttRZLvUjd6q696t3P/aO6W9V7yeq1+nyex09Xv/VW1Sm3/atTv/d3fkdIKVEURVEal7bUA1AURVEWlgr0iqIoDU4FekVRlAanAr2iKEqDU4FeURSlwRlLPYDJ1qxZI7ds2bLUw1AURVlRnnnmmYtSyvbp7lt2gX7Lli0cOXJkqYehKIqyogghXp3pPpW6URRFaXAq0CuKojQ4FegVRVEanAr0iqIoDa6uQC+EeJcQolsI0SOE+PQ0979JCPGsEMIXQrxvmvubhBC9Qoj752PQiqIoSv3mrLoRQujAF4E7gV7gaSHEw1LKl2pOOwt8FPjtGZ7mj4AfXdlQl7ehgk33+QKZsktLPMLOdSnaU9GlHpaiKEpdM/pbgR4p5SkppQs8CLy39gQp5Rkp5QtAOPnBQoibgbXAv8zDeJeloYLNwZ5hbC+kLWFheyEHe4YZKthLPTRFUZS6Av0G4FzN772jx+YkhNCAP2Xmmf7YeR8TQhwRQhwZGhqq56mXle7zBZKWQcIyEEKQsAySlkH3+cJSD01RFGXBF0z9BvCIlLJXCDHjSVLKLwFfAti7d++Ka5CfKbsYmuDFviJF2yMZNdnYEqPi+Us9NEVRlLoCfR+wseb3rtFj9bgNuEMI8RtAEogIIYpSyikXdFcygeCZVzM0xyM0RSPYfsAzr2bYs7FlqYemKIpSV6B/GtguhLiKaoC/F/hQPU8upfylsdtCiI8CexstyFdJquG+erv6U4weVxRFWVpz5uillD7wCeAx4GXgm1LKY0KIzwoh7gYQQtwihOgF3g/8lRDi2EIOermRwOs2NWPqGjnbx9Q1XrepWYV5RVGWhbpy9FLKR4BHJh37vZrbT1NN6cz2HP8L+F+XPcIVoCUeoWewwKmLJbIlh+aERcQQbOtILfXQFEVR1MrY+aALyeMvXSBf8WhLRMhXPB5/6QK6UHN6RVGWngr08+Bob46da1O0xE3KfkhL3GTn2hRHe3NLPTRFUZTl149+JRrMO6xPx3h1pMSpoSJFOyBhaXSm1cpYRVGWnprRz4OOJotj/Vl+cmIY1wtJx3RKdsDLA0UO9Qwu9fAURVnlVKCfB/t3dvBifx5dQDSi4QYSTYNNrTEeOtq/1MNTFGWVU6mbebCrM01z1MAPoeyExC2dza0xmmMR+rKq342iKEtLBfp5sm1tioId0JaMjB8bLrqsTVtLOCpFURSVupk39+xZT67iMlx0CYOQ4aJLruJyz571Sz00RVFWOTWjnye3besA4KGj/fRlbdamLT68b+v4cUVRlKWiAv08um1bhwrsiqIsOyp1oyiK0uBUoFcURWlwKtAriqI0OBXoFUVRGpwK9IqiKA1OBXpFUZQGpwK9oihKg1OBXlEUpcGpBVNX6PhAjgPdgwzmHTqaLPbv7GBXZ3qph6UoijJOBforcHwgxwOHz9IcN1mfjpGzPR44fJb79m2iLWnRfb5ApuzSEo+wc12K9pTaiERRlMWnUjdX4ED3IM1xk5Z4BE0TtMQjNMdNvv18Pwd7hrG9kLaEhe2FHOwZZqigWhYrirL41Iz+CoxtIQhQdHwG8zYlx+dcpszWjiQJq/qvd+xn9/mCmtUrirLoVKC/Ah1NFjnbw9Q1Tg+VsMzqFyRd0+gZLHLw+Hl+cjpLyQlIWDr7rmrm9u3tSzxqRVFWG5W6uQL7d3aQLXucGixh6gLHDym6Pjd0NfHc6WH++dgQrh+SsgS2F/D4S0N8+YevLPWwFUVZZeoK9EKIdwkhuoUQPUKIT09z/5uEEM8KIXwhxPtqju8RQhwSQhwTQrwghPjgfA5+qe3qTHPfvk1IJEMFm2zZpSNpkYiYvDCQQxOSuGUghE40opOIGjzwVO9SD1tRlFVmztSNEEIHvgjcCfQCTwshHpZSvlRz2lngo8BvT3p4Gfg3UsoTQoj1wDNCiMeklNl5Gf0ysKszzTuuW8vRczla4iaWoeH4Ia4PpgbDJZcgCAGI6gLbC5d4xIqirDb1zOhvBXqklKeklC7wIPDe2hOklGeklC8A4aTjr0gpT4ze7gcGgQZMUgtAIkdvS8DQwfEhCCS6JtA1QdGT+EHA8YHcko5WUZTVpZ5AvwE4V/N77+ixyyKEuBWIACenue9jQogjQogjQ0NDl/vUS04iWZeK8MyZEb79fB/PnBmhI2ESAFJKZCgJAokAWmMGB7oHl3rIiqKsIotyMVYI0Qn8DfDLUsopuQsp5ZeklHullHvb21fehL9Q8fjxyREEgICzIyVGKj5RAboGvgRDg82tETpb4gzmnaUesqIoq0g95ZV9wMaa37tGj9VFCNEEfAf4jJTy8OUNb2Xoy5ZxvIChgkPU1EhYJkbRxdcCdnUmaU/FASi7AQXb5dTFIn/48M9UywRFURZFPYH+aWC7EOIqqgH+XuBD9Ty5ECIC/CPwDSnlt17zKJfYoy/08uCRXobyDu1NFvfu7eKuG7vG7y+7IQKJLyV9WZsglOhCIgT0Z1wSkQgSyYW8gxsEXNPZNKVlggr2iqIslDlTN1JKH/gE8BjwMvBNKeUxIcRnhRB3AwghbhFC9ALvB/5KCHFs9OEfAN4EfFQIcXT0nz0L8k4WyKMv9PKFx09QrPh0NlkUKz5fePwEj75wqUyyo8nifM4hV3KI6IKmqIGu6SAElimo+AGOH5KOmbxh6xp2rG2a0DJB5ewVRVlIda2MlVI+Ajwy6djv1dx+mmpKZ/LjHgAeuMIxLqkHj/TSFDVpTVoAtCb18eNjs/r9Ozv46x+eQiIwNA0/rM7mCSUDOYeiExAzdYLAx/YCnj6dIWpqrEtH2dqeoOT4S/X2FEVZBdTK2DkM5R2aYxM/D5tjBkM1F1R3dabpSJpoGth+gAZ4vkc5gFBCPCIYKTlcKAWcGizi+iG5isdIyebQyRGkXOQ3pSjKqqIC/RzamyyylYkz7mzFp73JmnBs9+ZWrl2XZnNbgqZ4hLJb/bqUsHRsH2IRAwNwQjAMgalrZMoBCIEmVKRXFGXhqEA/h3v3dpG3PUaKDmEQMFJ0yNse9+6dmKm6Z8/60XVTAYP5Ep4EH/D8ANv1cYMAH5DA+WyFbNnBD2DfVS1UK+wVRVEWhgr0c7jrxi4+eed2kjGDgbxDMmbwyTu3T6i6AbhtWwe3bGri+ECRgnNphu4EUPIkJffSMU0ICm6ILkJCWb2YqyiKslBUm+I63HVj15TAPp3n+gq0JC0iukau4pCphEyXlJECdCBX8em+UODOazvmfcyKoihjVKCfR0N5BwEYmqAlEcX1y5S8S/fHdTBNHSklpgCE4M5r1xJIlbpRFGXhqEA/j6oXbr1q98pQko5ZxCIhIyUPUwfTNDB1cL2Aggvg88UnetjWEWdNMqIWTSmKsiBUjr4OQwWbn5wY4tvP9/GTE0Mz7v16794udAG5ikfoBzheQMnxiI5+nLquT6bkk3erF2UtUd2C8Fh/gf/y2HHV1VJRlAWhAv0chgp23Rt933VjF++6tp2yEzBU9hmp+OgC9mxq5tYtLaAJgtFzDSARMzENganr9GcdtUJWUZQFoVI3c+g+XyBpGXVt9P3oC718r3uYtlSEqF5dIXux5NCfrbAuHScdNxEVD8eThEDRqSbwbRmiCcmrw6VFfW+KoqwOKtDPIVN2aUtMLH+MR3SGS1NbDT94pBdd01iT1Cm5AVFDQ6/AQM4hakZoS0Qo2O6l3VkkIKpVOI4fcrHoMlSwxz9Ajg/kONA9yGDeUZ0uFUV5zVTqZg4t8QhlN5hwrOwGtMQjU84dyjtYusAydJqiJpoQWIaGH4JlCja3xTE0fSy+EwJBCCKsrpztbLLoPl8AqkH+gcNnKTkB69MxSk7AA4fPjufx671uoCiKomb0c9i5LsXBnmGgOpMvuwFFx2f3xrYp57Y3WfRlbAxDYuoanhZSqIQEwPO9eV7uz9MaN/GNgJIP4ejUvjWqcV1nE83xCJmyC8CB7kGa4+b4B8rYzwPdg7QlLQ72DJO0DNoSFmU34GDPMG/c1sZw0VHfAhRFmUDN6OfQnoryxm1tRE2N4VJ1Y5E3bmubkp+HatVNEIbkyh75ssOJC0XGuuTEtNH2B0WP0qRmlSN2yBOvXOQrPzg1HtAH8w7pqDnhvHTUZDDvTLhuIIQgYRkkLYPHj52f9VuAoiirk5rR16E9FZ02sMPUPPov3drF948P8WJffjzIWzpomiAiwHNnbmBWlvCpB5/i4O++m44mi1NDRc4XHM5nKzhBiC4EqajBC70ZhksuZScgaRlsbktyQ1cTx8/n2bG2adpvAWpWryirlwr0V2Asj94cN8d3jMqWPX7zbdv5yx+c4tCpYSJa9WKrH8rxVM1s+kYLb7a0xvj/nunF0DSyFRcpoez6ZMsaRTfA0gWapjFcdHC8ANvzyVRcrlnbNOH50lGT/lxlAd69oigrhUrdXIHaPHrtjlEPHe2nPWVh6NW6eYFGEEK9TSoffaGXMyMV9m5uwfGrF4KTUYN4RMcNJFFdwwkkEV0jOnpspOzSZBmcHilPeK6c7ammaYqyyqlAfwVmyqNfyDncclULJhLbh5IX4kvw6pjRA3zh8RMcPnmRjlQUQ9NpTURoipqcL3jk7ICMHVDxJOcLLmXHQwJRQ2drR5KRkkum7BKGkkzZJVv22L9TNU1TlNWsIVM3i1V/3tFkkbO9CaWWOdtjbdrimTMjOOFoi/rLfN6mqMmpoRIRQ8cyBVLCs+emv6BacEHXfAIpyVV8dnQkkFLSn6vQ0WTxnhs7VX5eUVa5hpvRz1V/Pp/27+wgW/amzKDv2bOeJ7qHiJo6a1MRYqYgol3K2+hzpHAqjocXSNxA0pa0sP1g1vOLtiRp6XSkoly3vpnta5v4jf3b+PhbtqsgryhK483oZ6s/n++gt6szzX37NnGge3DKDNr3JYKQoUJAyMRZfTDHFP/lwTIRAQMjJTK2j5xjU1nT1Lj1qjVcM1qLX3L8aVs0KIqyOjVcoB/MO6xPxyYcW8jKk12d6Wk/QBKWwfmx/vQC5OjWgvWQgCvB9kPakxZRU+diaeZvJBUv5C+e6CFqwP7tbdz3xm3TtmhQFGV1arjUzVjevNZSVJ5s74gRUm1zMNbPRgCJOj5adarpHaEJNK2+LL8GVHx49OVhvvqjV6Zt0aAoyupU14xeCPEu4L9TjUFfllJ+ftL9bwL+DLgRuFdK+a2a+z4C/D+jv/5HKeXX52PgM9m/s4MHDp8FqjP5sdr299zYOeNjhgo23ecLZMouYvTyqaSa9tm5LlV3CqT2InDBlaQiUPGq/WwMDTqSJromqORqGptNIwCQcG7ERmLPGeZNHTQEGhI/gIOnMvzx+1N1jVlRlMY354xeCKEDXwTuAq4FflEIce2k084CHwX+btJjW4HfB14P3Ar8vhCi5cqHPbOxvHnC0unPVUhYOvft2zRjfr6237yhCY6ey3D0XA5diCm952drJDb5InBU14iYJp1pixu7mri+K41lGeRsn5g57VCmmJzbHxPTJ/7hvACcQOIF1fMrPuz73PfrexFFURpePTP6W4EeKeUpACHEg8B7gZfGTpBSnhm9b/JE9Z3A41LKkdH7HwfeBfz9FY98FjPlzccc6hnkoaP9XMg5SCG5ZXMLN29Zw4t9RZrjEQTQm6lwQ1czwHhHyZkaibWnolMuAl+/Mc35gk2u4pPyJV7gkym6xAyNkicRo98apmMC3gz3AdjB3MmcANjy6e/wwb0buGfPem7bpmrpFWW1qifQbwDO1fzeS3WGXo/pHrth8klCiI8BHwPYtGlTnU/92hzqGeQLj5/AC0JcP2So5NBzoUiu7DJU8hBoxEyNaETjBprHe8/PtQHJ5IvAa1Mx3rargx+fuEg0ohFDw/YCyo6HH0gMUa2+CalerDU1cINqgJ4tyMPl1eUX7ID7D5wEUMFeUVapZVF1I6X8EvAlgL17917u+qLL8vdPnaXsBIQyJGLopCyDbMXjn54f4NarWolFNCpetRVxtuxi6hqvDGT53stDlJyAlkSEt+5cw61bOyZsQDLd4qljfVkG8jYagqipkyk41UA+6R36EuYolX/N2pLV8Tx0tF8FekVZpeoJ9H3Axprfu0aP1aMPeMukx/6gzscuiNPDFYQAy9DRNY2kZZIve9h+NfCXHB8QbGqNceJCkeFimR+dGEHXBM0xg4ob8P8+W33713W1jgf22ovAuoB/ebGf7qEK8YggbulkSg72LB9hr2UFbT0efr6fqKHREl8Wn+mKoiyBesornwa2CyGuEkJEgHuBh+t8/seAdwghWkYvwr5j9NiSSVo6FS8YLVsEU9fQ9epOUGXHZ1tHim0dCUxd4PoBr1wo0xo3Wd8cJRSCmKUTM3X+5eVBio7PznXV6paxi8BSSp49m+XVrE0iImiKRijYIRFTn3Vc6ejCVLrGjWrKqC/r8OgLvQvyGoqiLG9zRhcppQ98gmqAfhn4ppTymBDis0KIuwGEELcIIXqB9wN/JYQ4NvrYEeCPqH5YPA18duzC7FJ5y4523CCkWPEJw5CyGxCGgm0dCV63uZXbtq7htq3t7N7Yyr6tbeQqLs0xA8uoNhfThSCiaxQqwZQNSHZ1ptGQ9GVKlD1JwZWMlBy8UOJ6s+dmsnadHc8ugwYEUqIJwbomiwePqECvKKtRXd/npZSPAI9MOvZ7NbefppqWme6xXwW+egVjnFc/f/NGBnIVfnpymEzZI2Hp3NCVoiVu0ZaIIKWcsF1ge5NFtuLTmtSxDB0rqTNSdFjTZE2pr3/0hV7+9qlz+MGloG2PFcUvgRAYLFYv7W5qjdGfUX3pFWU1WnWJ2/ZUlH/31h3s3TLC8YE8Esk1nU1s60hysegyXHJoiUeqQT4V5d69XXzh8RMANMcMshWfvO3xq3dsmfLcYzNmy9SJhyHlucpnFtHzfQV2diQYKtiqB46irDKrLtBDNdi/Z/d63rN7/Zzn3nVj9YvKg0d6Gcg7tDdZ/OodW8aP1xrKO0R0gQRS0Qi+5+LW3L9QF1zrtX/HGtXsTFFWoYYJ9LWLoNamrXldJHTXjV3TBvbJ2psssqPT+IoXkIjqGF5AOYCIBomIRmYBcvH1etOudarZmaKsQg3R1OxQzyD3HzhJwQ7Y0BwdXyR0qGdwUcdx794udB2Kjj/elMwNIWmAoWtUfFnvboIL4j/988/49vP9/OUPTixIf35FUZanhgj0Dx3tJx2L0JaMoOkabckI6ViEh472z8vzz9bjptZdN3bxrmvasb2Ai2WfTNnH1GDPpmaubovjhzO3PVgMx86XKNvOgm7GoijK8tMQgf5CzqElNjEL1RIzuJC78jRFbdOztoQ1a6OzP/3uS3z35Ys0JyJsbrbYkI4SInj5fJFE1GRza5yUtXT/yg1RDfZjm5gf6F7cbzyKoiyNhsjRr01bZCr++HJ/gEzFZ236ynvQz9bjBiY2Onui+yKuH9IcM3GDEEsIIkY1lTNSctjSFuPiEubIPQmZss9Xf3yKpphBczzC+27eqC7OKkqDa4gZ/T171pOruAwXXcIgZLjokqu43LNn7qqauWTKLvHIxFWt8YhOpuxO+BAQQlCwq6kaKasbfGtCENF1dCFIx0wM3WBza5wlnNQDMFxyeXWkxLNnM7z9v/6AOz7/PT7y1cNq5ayiNKiGmNGPVdc8dLSfvqzN2rTFh/dtnZeqm+8cPcePTo7gehLLFLx5Wxs/v3cLLfEImbJLW+LSt4bmuMFwMcTxQ5piJp4WkCv7+MBz53I0RYvs6UqzLmXyam5piuxNAX4oCUdbHUsCNBcGc/b4eoF6KowURVk5GiLQQzXYz3d3xs89/DyPHx9GAyI6eJ7ksZcuUnQ8/vTevXSfL1B2g/F0zlt3tvN3T/fihQEXC2V6My5jjQ90oOQEHDixdB0gNCCU1QAfAjEDNE1DFwIvkKRjJg8e6VWBXlEaTMME+teiduu/jiaL/Ts7JmxY8s3nBrB0QTRi4Ichmg6uG3C099Kio4M9w0A1nXN9Vyt3lT2ePZul50KRgOoiqZipEcrR0spw6epuEpZGyQnHtzF0fdC1kHTUwPElzTGDgbyqs1eURtMQOfrXYvLWf9OVHFbcAMsATUBE14gaGglLYPvVUNmeivLGbW1ETY3hkkPU1PjE23bwqbuu4Q3b1mAISJgCQxdooymTyzGffxwNcL1wwl61AdX9bF0/wDIE2YpP+yJvoq4oysJbtTP6yVv/jf080D04PquPRXQcLyRecy3W8avHx7SnolOqVg6fGmZNk0XEEPhSogcSL5B4l7kodj7X0IaAU/OEOtUUjiag4Aa0p8SMPXwURVnZVu2MfjDvkI5O3KU7HTUZrEldfOCmTtxAUnZ8gsCn7Pi4geQDN3XO+twt8QjXrEvR2WThBVDxQvyl63wwRdoSdKQirGuKYBqCwIfhsoehC37wysVFX1GsKMrCWrUz+um2/svZHh01qYvP3L0bqObqS25ALKLzS7d2jh+fyc51KS4WXT78hqt48MkzHB+81B7YENWtA+uhAwuxw2DOkdy+vZnWZJRXzuc4PVRh7+ZWWmIGmYrP/QdOcqwvy4mh8oL0DlpOhgo23ecLZMouLfEIO9el1LoCpeEIKZdyUf5Ue/fulUeOHFnw1xnL0TfHTdJRk5ztkS173Ldv04QLsq/VUMHmyVPDPHV6hFNDJVIxnWdezZCr+Dj1RvoF9Eu3dJGp+Dx9epgta+IT3nP3QI7TwxVu2XIp+OcqLp/YPz8lq8vF2KrnpGUQj+jj+xBM3lBGUVYCIcQzUsq90923alM3uzrTvPuGtaP/s19kqGDz7hvWzkuQB8YDxZpklE2tMc7nHNalIohl8sH6t0/38uTJQSKGYGNLfMJ9Q0UXKeWC9Q5aLiYveEtYBknLGF/1rCiNoiFTN3OVTUJ1Nneh4HHntZ3EIzrn8xV+dGKYUxdLbG5LXvFX+KGCzVOnR+hIRbm6PYmpa7wyWOTqNZKXLpSv9C3Oi+FKSAsBx8/nuXZ98/hF5oLtk4pOXA3cEjPoy07fzG2lmrzgDaplsqqVs9JoGm5GX0/ZJEyczeVtj5NDJXRNULSDKY3LXovu8wXWpCwQIIRgU1uC27et4V03dNEWm32j8MXkeCEFJ+DccHm8fYQAOpITA+B89Q5aTlriEcruxKsgZTeYcN1GURpBwwX62rJJTRMzdmqs7WFzdqRMzNRpjpkUR1e6XulX+EzZZXtHkooXUPECpIRQSi6WHLZ3JK7oPc6nsi/Z1GyhaYK+rE0qqvNrb9qCYegL0jtoOdm5LkXR8Sk5PlJKSo5P0fHZuS611ENTlHnVcKmbwbzD+nRswrF01KQ/N3Fj7LHZXMIyKNoeTdEIjh+QGm1ncKVf4VviEWwv5IYNac6OlMnbLoauceuWVnRRff6DJzMTatuh+slr6VBZiHKbGRw8nSNmwJqkRd72uHpNgmvXxvmnFwcp2j7JqMGH9jZe1c3Ygrfu84UpewUrSiNpuEBfT9kkVGdzY+0LpJS82Juj4vtsbI1RPOnheAHNiciEzbQvpxRv7PmTlsH169PjFR26CPnRK4P0Z23k6MrZzuYY2ZJDwQlwg8UN8mMqPuQr1bTNV358CjsI2dKWpL3TJFvx+c7PBtnZmV7xfXCm+xvevr19qYelKAuq4VI3+3d2kC17ZMouYSjJlF2yZY/9OyfORsdmc7YXcD7v4AQ+nU0WA1mblwfy2L6kIxkdz9XPtQHJZNO1R7B0yf/84SlGii62LwkCsH3JmaEyF8vVIL+UNTlOAKahU3QCQgmGJtB0ndakRVO02vBsJbvcv6GiNIqGm9Hv6kxz375NHOgepD9XoaPJ4j03dk5bNtmeitIcN3nndZ34YcgPuwfRhSARi5COmaxviVNy/PFc/UwbkMw0q5/cHuFT3zpKxQsJRXWj8FCCF4T4EmI62Eswk69l+5KTF0crgnzJSNmlbfSibCM0PJttExmVrlEaWV2BXgjxLuC/U12s+WUp5ecn3W8B3wBuBoaBD0opzwghTODLwOtGX+sbUso/nsfxT2tXZ3rWevhHX+jlG4fO0putEIaSWzY3c9v2dipugKFrmLqg5PjAxFx9vaV4M6V4LuQckJCbJjdj6hqVYBn1SQBeHa5QcnwSlkEQhCQtg5+cGFqxq0dVOaWyWs2ZuhFC6MAXgbuAa4FfFEJcO+m0XwEyUsptwH8D/mT0+PsBS0p5A9UPgV8TQmyZn6G/No++0Mt/fuwEAzmb5tFeN0+8cpG/+ekZgjDE1AUVL2So4JAtu+PldvWW4s2WHlibtjg3Upp2XHl3eQV5qKaRihWPkaLDxaLLTRubVnS6Q5VTKqtVPTn6W4EeKeUpKaULPAi8d9I57wW+Pnr7W8DbhBCCaqxICCEMIAa4QH5eRv4aPXikF1MTNMdNIqZOayKCLgQDORtD1yg6AY4fsqE5yokLxfFyu3pL8WZbbXnPnvVLcqH1tbDEaGvjEGKWwXWdKUJhrOjVo6qcUlmt6kndbADO1fzeC7x+pnOklL4QIge0UQ367wUGgDjw76WUU7ZYEkJ8DPgYwKZNmy7zLVyeobyDoYOmCQAihk7cFBTdkIobsKOzCaRESonrBxP6ntRTijdbeuDndm9Y0Pc2n5yxq8ISLuRdLuRdjpzL8+DT57hxbZR/+9ZdSzq+10KVUyqr1UJfjL2VagPG9UAL8GMhxPeklKdqT5JSfgn4ElSbmi3kgNqbLAYyNmEo0UeDPUKnKarxui2t3LChGYCS4xM1tQlBYLre85PV1uePqU0PXE73yuXqhQs2f/CPRzk+kOeaziZef/XKCZb1/A0VpdHUk7rpAzbW/M72vssAACAASURBVN41emzac0bTNGmqF2U/BHxXSulJKQeBg8C03dUWy717u/BCSbbs4XoBhYqLF4Zsao2zJhm54q/0c6UH3rGrdb7f0pIYtiFmGhw9l+PRFwdWZM5eUVaLegL908B2IcRVQogIcC/w8KRzHgY+Mnr7fcATstr/+CzwVgAhRALYBxyfj4G/Vnfd2MXvvHM7nekoWdtD1zQ+ePMGfvfnrqMjFR2veX+trWqnq5+vfa7/8ZHbEPP9ppZILKLTEjfJlv0VmbNXlNViztTNaM79E8BjVMsrvyqlPCaE+CxwREr5MPAV4G+EED3ACNUPA6hW63xNCHGM6j7ZX5NSvrAQb+Ry3HVj14Ku8JwrPdCeMBkseQv2+ovlGz89jaZByjLoGSxwdqTEptbEii2/VJRGVVeOXkr5CPDIpGO/V3PbplpKOflxxemOrzaHegZ56Gg/Z0fKRAwNP1j5QX5MyQ4YKnokLYPeTIWoqXOx6KrNOxRlGWm4FgjLzaGeQe4/cJKRkgtSUqz42EFjJG+EEEggpgtydkA8YnCx6K7Y8ktFaVQN0wJhbNa82HucztXo7KGj/aRjEdwgwDINTAM0Uc2BhSxtb5srdWak2hG0NQq2FxA1dPK2q1abKsoy0xAz+rFZc8EO2NAcpWAH3H/gJId6Bud+8BWop0nWhZxDS8zA8cLRBVke7YlqqeVKDvK1RmzIlx1sPyAZNdVqU0VZZhoi0I/Nmhd7j9N69hxdm7bIVHwsU8MPQjxfErVM2lMRzAUd3eLKVQLKrs+aZEStNlWUZaYhUjcXcg4bmide+JuvPU4/9/DzfPO5ASpuQCyi84GbOvnM3buB2VfBjqV0OlIWL/YNsiYRwQtCHM+n4odsbI0RSHBcf9o+N1EDZFCzQnWZ8yR0tcToSEVV1Y2iLDMNEejHZs1tyUvpgvnY4/RzDz/P1w71EtEFCVPgeCFfO1Ttyf6Zu3fPuApWwPimI7dtbSdqaPyoZxg/CGlLRolbGs0xi1zF49WKO+1r2/4VDX3RSeA//OMxADpi4AWQqXlrO9os/vy+W2btKqooysJoiNTNPXvWk6u4877H6TefGyCiC+KWga4bxC2DiC745nMDwMyrYEFMSOm8bssa/u0dW/n3d+7i73/tNj7/C7vZv6udLW0JnBXS5OxyDFYmBnmAV4YdfvVrT07ZpF1RlIXXEDP6seqah47205ettgP+8L6tc1bdHB/IcaB7kMG8Q0eTxf6dHRNmnBU3IGFOLIW0DCiNtrqdqUnW4VPD4xuPj6mtRGlPRXnP7g28/uo2nvjc9wmpVuBMplNtFNQoevMeB7oH1axeURZZQwR6qAb7yymnPD6Q44HDZ2mOm6xPx8jZHg8cPst9+zaNB6JYRMfxQuI1Mdvxq8fHTLcKdq7GZrWPbU1FcLyAmKlT8QL8QOL5Ia6EiCGorPQOaJMMrvBdqhRlJWqI1M1rcaB7kOa4SUs8gqYJWuIRmuMmB7ovlWR+4KZO3EBSdnyCwKfs+LiB5AM3dc763JfT9/xDe9fjeCF528P3A/ygutXgprRJEDZWkAf4uydf5XV/+F1+7i9+xD88eXqph6Moq8KqDfSDeYd0dGKBYzpqTphxfubu3fzybV2YpkbJk5imxi/f1jVedTOTuRqb1fqtd17Hr79pM4auYQdgGBpvuKqFj9y+jTu2tpKO6tO8wsolA7C9kKG8zRe+16OCvaIsgoZJ3VyujiaLnO1NSKfkbI+OpomVOp+5e/ecgX06Y0F9bNXsWG39TMF+79UdPHs2gyYEMbMa3NuaYnS1eDSVHc7lpq/OWWmaEiZeEOIF1Q3HH3jqHB98/VVLPSxFaWirdka/f2cH2bJHpuwShpJM2SVb9ti/c37aJtSzarbWznUpmmPm6D61Pt3nc/z4xEVGChVGyo3TBO1iySNnBwyXPQbzZfpGyks9JEVpeKt2Rr+rM819+zZxoHuQ/lyFjiaL99zYOW8VIbWrZoHxn93nC9PO6ttTUe66oZMnT41wfCDP02cyyFCStX2EEHSkTAYLjRPwAQoeGF7Av/nyITShLWqPIkVZTVZtoAdoS1rcsKGZTIuLQNAzWOTEYHHa5mSXa7ZVszOpll2uZ1tHgv/9XC+tSZOs7eN5IUOeh6Da1H+6UsyVKgRODVV48442MhWf+w+cBFDBXlHm0apN3dSmVgxNcPRchqPncuhCzJlmqcdYiWWtept9HegepDkaQSIIwxCf6srTxqvBqbZ6CAgWtUeRoqw2q3ZGX5taebGvSHM8ggB6MxVu6GoeP+e1zup3rktxsGcYqM7ky25A0fHZvbFtzscO5h1u2tjET09mCCdN33UBjVR1WfahnHP5m8Nnx4+ZAjpTJr/1zuuWcGSK0jhWbaCvTa0UbY+maASQ5EabzFxpT/WZVs3W88HR0WRRcgxu397KN4+Up+Rq2uOCbEXiNVDAr+VJ+B8/OsPhU8Ncs6F12lXLiqLUb9WmbmpTK8moie0HOH5IavSi6Xz0VG9PRbl9ezs/t3sDt29vr/vbwVhFkGnoxE0dQ4CpQZOlYZkaeVuSihrcdnUL13Ymr2iMy1UYwvN9RdanY5ScgAcOn1V9chTlNVq1gb529erGlhjZskum7NHVEpt1JetiGKsIKrs+hi4RAmIRDYHED0ICWa1BNzWNtkRjbvBhauCHcsZVy4qi1G/Vpm5qUysVz2fPxhZAEkhJ1NTqTrMslF2daTQkdgBeCJ49MX9zasTm1IjdsJ/UldHr2P/lsePETJ09G1Js6Wha2kEpygq1agM9TN+QbLn4hydP8+ixCzhOiMbMJZWNVGo5HRlIPC3g4OkMYUPWHSnKwmvUCeGK98BT52iyDIzGanVz2TwJpqGjAa8MVpZ6OIqyItUV6IUQ7xJCdAsheoQQn57mfksI8Q+j9z8phNhSc9+NQohDQohjQogXhRDLcwq9zIwUXdoSEXRdx1rF37tCIFP2sQMYyDt87uHnl3pIirLizBlChBA68EXgTqAXeFoI8bCU8qWa034FyEgptwkh7gX+BPigEMIAHgA+LKV8XgjRBjTWOv55MN0GKK3JCHk7wNIFvqYTygAvmDlVI6jW2DdY+/op/vqnvTx3Lsd//PndE8otx/bozZTdeVnZrCiNpJ4Z/a1Aj5TylJTSBR4E3jvpnPcCXx+9/S3gbUIIAbwDeEFK+TyAlHJYStlImyaNGyrY/OTEEN9+vo+fnBiqe1Xt2AYoJSeYUEr4th1tFF0fQwMvkITh7Pn4CNCeaPxMnA680F+YUG55uQ3kFGW1qScybADO1fzeO3ps2nOklD6QA9qAHYAUQjwmhHhWCPE7Vz7k5edKAs1MG6BYVoRPvn0bHc0xooYgHtVpjWkz/sGScYP2dJKkOcMJDcLUwA+YUG5Zu8pZCEHCMkhaxnhraEVZ7RY6+2sAtwO3AGXg+0KIZ6SU3689SQjxMeBjAJs2bVrgIc2/uTpVHuoZ5KGj/ZwdKRMxNK5ui9GRjpOOmTx3NkN7IsJL/TmKjk/SMtjanqDk+Hz8Ldsn9Gr/9vN9/ME/HaM5pqPr1au0EhjMlbF9ScHx2dSWoi1h8uOTI4v+72ExjFWZjjU/+5PvvkIE+Oy/vo6EdWndw5WubFaURlJPoO8DNtb83jV6bLpzekfz8mlgmOrs/0dSyosAQohHgNcBEwK9lPJLwJcA9u7du+KyzLN1qjzUM8j9B05WNwuXkkzJ47ELRW7Z3MyG1gQV2+eH/XnWN0dJRSPYXsChkyPs3dI65XVa4hESUYOKF5IcrcYJQwlCENUFXc0xQikx9MZP4dRygf/7H49x794u4lGdiwWXou2zJhVhe0dStU5QVr16IsLTwHYhxFVCiAhwL/DwpHMeBj4yevt9wBNSSgk8BtwghIiPfgC8GXiJBjNbp8qHjvaTjkWQgGUaGJogGTF4dbhCPGJQ8UMEGmUnRCARCBACTUz9vNu5LsXrt6QpuT5F28f1fPK2RygFOzsSXN2WoOKGU8ayGkjg+IU8T5/OcGa4hK5BImKo1gmKQh2BfjTn/gmqQftl4JtSymNCiM8KIe4ePe0rQJsQogf4JPDp0cdmgC9Q/bA4CjwrpfzO/L+NpTXbZuAXcg4tMQPHCzF0DS+QJCyNvOsTNXS8AK7fkEIiyFUCTENj31UtSMSU12lPRfmdu67jF27qRNcg74SsSVi8+4a1RA3Bg0fO8uy5LE+eySzBv4WlN5h3sAyN5phJMmqyoSWuWicoCiCqE+/lY+/evfLIkSNLPYzLNlN536e+dZSCHeAGAX4gyVc8irZPPKLz9uvWceTMMPGISUvc5Or2aoOyTNklYel8/C3b63rtX//6YR5/eZiQxuxZf6V++Q2b+f27r1/qYSjKghq9/rl3uvtW8VKc+TVTO4V79qwfz9E7no8fSoquzzWdScquz97NLRw6NcK6JoswlORsj2zZ4z03dtb92j89lUFrsD718+lrP311PNBPt2ZB5fCVRqcC/QIb2xLvoaP9FB2floTJzZuaxqtuNrUmuHlzC0d7c/QMFai41dn+Pz8/QM9giddf3Trnwh/bD4mbgpyrIv1sxtYsNMdN1qdj5GyPBw6f5b59m1SwVxqaCvSL4LZtHXPugbptbROPvjjA2ZEKzTETieTouQwjJYe7buicNdjHIjqe1+jtza5c7ZoFYPznge5BFeiVhqYC/TLRfb5AtuzTEjeJmtXaSSEE2Yo355aGH7ipk68d6l2soa5IWz59qQZAUL2WYQK7uxLcsGnNUg1LURaFCvTLRKbs4gUh8cilP0nU0MlVHDJld9bHfubu3UC1D0w9dGD1FWBeMpbg8oAjvaUp1zZUHl9pNKtrZc0y1hKPYOoajn8pBWP7Aaah17Wl4Wfu3k1HKkI6qtPVHJ3yh7VqDqRiBlvbY/M08pVJF5f+4z8xVB4/PlPvIVWLr6xkKtAvEzvXpWiOG2TKHhU3oOz6ZMsuzTGz7i0NP7R3PY4XUrA9ojV/WQ1wRj8/ogIcz+fs8Oru7R7IapM4HXCCS1P6mXoPqVp8ZSVTqZtloj0V5a4bOnny1DAvD+QRCPZsbKmr6mbMb73zOgD+7kg/XiCJEWIYUPZAl2CZEDVNDK06ox0oqI7RARAE8L6/OIDUdI4NFLFn6PVc77oGRVlu1IKpZWo+88T/6s9+SMLSGSn7uH7AcN6mvJqT9DOYbctGqF68PfH5dy/SaBTl8qgFUyvMfNd7x0ydUxfLpKKmCvKzmKtAdabvP+rirbLcqRz9MjTfeeL1zVHCMMT3AxXk55m6eKusBGpGvwwN5h3Wp6tVMUXHp3sgx+mLJYpuQNH2uX1bG4EUdW+btyYVZf+ONRztzY8f0wBdA7XO6vIcH8hNmK2rRVjKSqAC/TLU0WSRsz1MXeO5sxnOjZTRBaSjJi/25njq9AjvvrGTHWubKLsBB3uGeeO2thmDfUeTRcIyuK6rlT9+5GUCCboOYQCGXt2xCeCNW1uxvZCbNzfzYm+BQ6eHF/FdrwyTU2iDeYcfvNTH6aw/fs5VzQZvuXbyJmyKsnRU6mYZ2r+zg2zZ49RQkYtFG11Ue9RvaYsjhEBDcPx8se5t88aeL1N2uXZtDAl4QXXhUDAa5FtjGgJB1BC82JenJa4vyntdaSan0H7wcv+EIA9wOuvzg5f7F3toijIjFeiXoV2dae7btwkpJfmKTyyisaMjSUvSIgglug7Zmm3yXD/g0MmLM25MPvZ8CUvn5qs7uH5tlKg+Wkcu4Kb1Cd63dxOmoeH4EtcP+M2371jkd70yfP/YAI+8eJ5/fr6foYLN6cz0l2hnOq4oS0GlbpapXZ1pPnDLJkxdI5CQilb/VLom8FxoHt26MFt2efZslqaYQVvCmjGVs6szXZMzrrbs/csfnKDkBON55bVNsfFe+Cq/PL1XMxWuao1z9FyG776o+gspK4Oa0S9jO9eluLo9QbbsUqh42G6AlJIQya51SaSUnLhQBCQ71qbqTuWMqU3phKEkU3bJlj3275y90+ZqFoQST8KZwQJPHL8467l/+tjL037DUpTFpgL9MtaeivKBWzbxjmvXEkrI2S43dKX55J3b2daRYrjk4PoBN29uIR271A8nHtHnbIQGE1M6/bkKCUufcKHxjFocNIWpC4JQ8rOBAmLqbo8TvNibw/ZCDvYMq2CvLCmVulnm2lNRPrRvCx/at2Xa+1viQ9iTaiTHNiavx8SUzlRnPv9ufnKi+hq/+g21Ytn2JNmyS7bsz9kBNFP2SFjV/8XmajWtKAtJzehXuNk2Jp/v11CqzdAEYV1tnk29OuWv9xuWoiwUNaNf4dpTUd64rY3u8wWGSw4t8Qi7N85cU38lrxGPCMqrfLvCmA5SzNUVpyqUkrMjRdoS0fFvWId6BnnoaD8Xcg4/OXGR2o/PDQk4+LsqXabMPxXo58lQwab7fKHu1arzaaaNyef7NfxA0hIV6Hr1PxvbDyk6q6ungm4IbLe+97yxNcFTp0a4Y0cHuze2cahnkPsPnCQdi0wJ8gB9JXjjH31HBXtl3qlAPw+GCjYHe4ZJWrOXOK50sYiO44WMraUKJ2/NtAoUnPrf86M/G8AN4H8/d2nxlAm8edeaKUF+TF/pysanKNNROfp50H2+QNIySFjGZZc4riQfuKkTN5CUHZ8g8KmsskY5BhC5jAXD0038PeB7c5RlKsp8qyvQCyHeJYToFkL0CCE+Pc39lhDiH0bvf1IIsWXS/ZuEEEUhxG/Pz7CXl0zZJT4pAjTiBbjP3L2bX76tC9PUKHkSAbRaSz2q+bEhqdORmv0LbtzSiOkL3xriUI/azUqZX3OmboQQOvBF4E6gF3haCPGwlPKlmtN+BchIKbcJIe4F/gT4YM39XwAenb9hLy8t8QhlNxgvpYPLK3FcST5z9+7xzcg/9a2jnBoqc6OlY+rVOUO+4vHkmcxSDvE16SvOnXfPOyFpa+ED/UNH+7ltW32L1t73Fwc40ndpz9u9G+J86//cv1BDU1aoemb0twI9UspTUkoXeBB476Rz3gt8ffT2t4C3CVFdTiKEuAc4DRybnyEvP4tR4rgc3bNnPZKQTNnF9XxyZZe83dg9XspuwEKH+gs5Z+6TmBrkAY70lXnfXxxYiGEpK1g9gX4DcK7m997RY9OeI6X0gRzQJoRIAp8C/nC2FxBCfEwIcUQIcWRoaKjesS8bY+WHUVNjuOQQNbWGuxA7ndu2dfB/3bmDza0xMmUfXRP86z3rl3pYC6o5pvELN2+gIz7HstgrcLFYnvskGA/yWs0/tccVZcxCV938AfDfpJRFMct6cSnll4AvQXXP2AUe04JYjBLH5ei2bR1T0gz/6buvANXOmFJW2yGvyD/qNCKmydb2BHfs2E1LPMJ9X3lq3l+jZ6jMl3/4Cr/65vo6iK6uS+LKa1HPjL4P2Fjze9fosWnPEUIYQBoYBl4P/GchxBngt4D/IIT4xBWOWVnm3rg5CVRXkYY0TpAHSFg6Pz4xTFvCmtJ6YjodCZPbt7aSuozLNc2xCA88Nb+dMQ/1DPKpbx3lo195kk9966i64LvK1DOjfxrYLoS4impAvxf40KRzHgY+AhwC3gc8IaWUwB1jJwgh/gAoSinvn4dxK8vY3378zfzSX/6Qg68Wx49d0x7lnr2b+eNHuy/ruQTL64OiNRGhYHvjZbSzEcBIyaMvW+GO7e0kYxY/680CgpdmKb3VCTmf9fjDh382L5uN1y7U2tAcJVPxuf/ASYAp38bURueNac5AL6X0R2fhjwE68FUp5TEhxGeBI1LKh4GvAH8jhOgBRqh+GCir2N9+/M3THr9ufRrbCycEyV/868MzPs+/2791PCgtB8+fy9KasDh08iIjhcqs58ZNgRdI8hWXHeuaONafJ2Zq6HOUaA6XfSKGzvp0jJztTdm+8HI9dLSfdCxCW7L6tWLs5+TqnrGNzpvj5ry9trI81JWjl1I+Ajwy6djv1dy2gffP8Rx/8BrGpzSYnetSHOyp7kUbj+iU52gnkC0vryoe2wcDyfdfGqBnaPZlrOvSUTRgIO8ykLPZsbaJDTst8rbHU7OUoIbALVua0TQxL5uNX8g5bGieeP2oJWbQl53YOlltdN64VAsEZVFN14Tt6c+8jVs+9/0p5575/Lurs8wnzy7BSKenASVfks3ac+aUsiWPtqTF5rYYP7d7A7dvbx+/7/PfPTHj427ZmGZdOs6xvjyxiMaaRITBfH0ll9NZm7bIVPzxmTxApuKzNj1xtdtg3uGpngu8PGgTUn2v13REuXXb2tf82sryoAK9suimq1CavMnJ8YEcf/mDE3MGuLftXMP3uxevpYAECraHG8x97aDo+sQ8nfddv358lfRY98rZxGMR/FAStzS8QPLS+Tw71lYvcI81zzs7Un9TnHv2rB9Pf7XEDDIVn1zF5cP7tk4473DPIC8PVmf5Y/05jw3ahKgLtyudCvTKsjM5Vzybxe6eGVLtM+8Ec18iDiW8Zfsart9YXWNRe1F0Nm4gcfwQU9Nx/BA3kGxojo83zwtlSG9m9usDtcby8A8d7acva7M2bfHhfVunXIh9ZbD6nKNt9NGpVk6NHVdWLhXolWVncq54NrlFXomrAYamQR1bj9yyuZmKLyk6Prs3tvFfHzs+4aLoTO66fi3Pn8txseTSEjfZd/1aEpY53jzv1MUi8cjl/a873XqHyUKqwV1QXf8gRPV3Vae/8qlAryyZmXr4D+adOWfyYzqSEY4v8DhrSaBU57eII2ezuKezE9oU12NNMsbdey61zyg5PlFTI1N2aUtYFG2Ppuj891GK6OAEXMpJjf5chPY+ygJTbYqVJTGWhrC9cHzx0dgm2h1NVt0z9Rs3tsx6/5nPv3teNzmXgFdnYX+d+5NM8eyrw9P2TRprnpeMmtj+/KesZvr8WmV7yzQkFeiVJTFbD//9OzvIlj0yZZcwlKRnmLymTRa9Q+jCdbi5pDdTnrZv0ljzvDXJCK+czy3CSJRGoVI3ypIYS0PUikd0hksOt29v5759mzjQPUh/rsKvv3UHD/60h1fzl7LFKQPedt1a/vbwmRlXz25Iz2+zfB2ImlBa4MsCL/bm+PMPtU85XluaOrkGfi61e9WuTVvcs2d93a2QlZVPBXplSczVw39XZ3rCIp2Pv2X7hMf/5t8d4UD3RRIRA11Uq0MEkLI0tq1tIltyiUeryeUv//CVWcfyu+++Bqh++My2CtcyNQwNFvry5LmMPW1Ts0df6OXBI70M5R0GcvVXwlxOCwSlManUjbIkrrSHf2/GRtMEhqHRPLqJbQg4fki25FJ0fe67tdqLb64GYWEoyZTdOVfhxgxB2QsXPH0TN6eO+dEXevnC4ycoVnw6myxm6wY7WW0LBE3XaEtGSMcic9bzL4RHX+jlI189zL/6sx/yka8e5tEX5rd5mzI9FeiVJXGlPfxtL2BrWxxD04hFTNoSBpYGXgjxqM4n376ND77+KgByswRwyxD05yokLJ379m2a9TWjEZ2ulijvv3kDaxawI3V7KjplzA8e6aUpatKatNB0nS1t8bqf70LOoSU28ct7S8yoe4OT+TL5w6pY8fnC4ydUsF8EKnWjLJkr6eHf3mQxVLNqtjlu0ZGK0t5k8fX/Y9+Ec9Nxk0zFn/IcAuhMR/n9u6+v6zX3bmmjJR7h7deu5Y4d7XX1o4/qcFV7Csf36UzHOX2xSDKi88rQzJuDjFR8QuSE7pVDeYfOpkvXHNqSUSBf17jrbYGw0Go/rABak/r48btu7FrUsaw2akavrEh3bG2lN1OhaHtENCjaHr2ZCndsbZ1y7rUd09fkS+C+W+sPMIN5h8GCzWDBrqsfvSGq3zAuZIusS1lUXJ81SZPmxOyVQoWKz/XrkqxPxyg5AQ8cPkvU1MhO82FVj3v2rCdXcRkuuoRByHDRJVdxuWeRdwMbyjs0T/pm0RwzJnxgL+jrF2x+cmKIbz/fx09ODDFUuLwL2iuZmtErK5InBW/Y2sorF4oUnICkpbNnYxpPTs1dn8t7NFuCrDOxNqcjode9ixPAtetTxCIGF4sunen4nP3o2xImIRJT09nZmSYeMdjQbFFwfJ46k53xca/fkuat11aD8NjF6a6WGC8PVHvYN8eMywr69bZAWGjtTRYDeQcnkLh+QMTQsXRBe9PCf7MYW7eRtAzaEhZlN+Bgz/Cq2PITVKBXVqjBvMPNm9u45ao148fCUNI/TTXKSNHlqjVJtJo+8GEQMFh0Z3z+saZetYZLHpstg+JlLOYKg4CBvDMlPfTHj85cCXTL1Ws4dbFIxQ2IRXTakxHaklE+eec6vnHoVV4ZKhO9zP9z62mBsNDu2NrKnz9xinhEJxHRKNkeQ27Az9/UueCvXbtuAxj/2X2+oAK9oixXY6tnaxdM5WyPjmlmh63J/7+9e4+Rqr4COP49u8sOy+7yUBZEFhQqoIDrawPWNLYUMYApm/goiFSbkFptwh+SmtrY1kYx0T9KtYl9EGOrNlUqsc0mWEyKGlsQZC34AAusgDzLY3ksw2PndfrHvbsOszM7d3aHuXdmzyfZOHPnwp7jzBx+85vfPb9K2s/HGVr9VaFvPx/nkiw9Z1INKBO2HTrNNaO8rQwCOHkulvOIdevBdoZVhxhUWUEknmDrwXYmjhxM47jhdMSFeDzBF8fOsPO94GzI4kVUhVvGD2PHkTOcjsSpqSzn+vrBaT+F5VtP1230BzZHb4pS6tWzncsjZ0zqPmpdNG0M4UiMk2ciJOLxbssvkzWOdlazpI7mR1ULw2sricYTdEQTXUtCe3I83EH7+SgLGnP7ojEah2gsgWqCaCxBNA6jh4a6RqVtZyJUVxZfA5oj7R2s+fwYu9rOceR0hF1t51jz+bE+9dr3qvO6jWTJ122UOiv0pihdPWoIi24eS3Wo/ILlkel2Qpo/fRxLb7uKQQPLORKOdFt+mWzVkhldAlBDowAACkNJREFUxb7TZdXCPdPHM6w6xJypI6kol64loT2pqapg6awJOa8omT1lBKEB5RwLRwkNKGf2lBHUVlVy4myEQZXlnO6IEaoovrfuH9d/mdPxfJp0WS0HT55l0+7jrG89xqbdxzl48qzn6zaKnU3dmKKVevVsT+ZPH5e2sKezaskMAP6982i3/W3PdMQYPaz6gt2iMkld5unV8NoqmtJ0rwRnFFobqmDH4cybi5seiAIJpwdzP2KF3pgM0u1v29lbvlMISDfx0Jd1JGF3Sijd71zX2sal1ZW8eSDzqh3T3fb/nWb1lr18tC9MTJ2lrzeNqWF8XU2/+DK2+D7/GVMgXq7e3f7MHd2Kesg9Dr1bu53pd7bsPsbKD/fy3Nqd7MmyMbm50HNvb2Pj3jBxdUa3cYWNe8M89/Y2v0MrCBvRG9MDL1fvbs/Q776ntdu5/s7O9gGDBw5gYt0gznREOX+2dxdQ9UdbDoQRoNLdJ7EcZ8vGLQfCvsZVKDaiN+Yi6ann/rAB6f9MpuN96XUTFE0NI3M6nk9xda6E7ohr14+6x/sDG9Ebc5H0tHZ781N3cMPPV3Mi6dqrYQNg81MZPh30oddNUFxSM5A7rxvJlv3thDuvZq4fzJDqiz9HnqmeB6XOr9y4mz9/uI/j4QiX1FSyaNoYz4sHvPBU6EVkNvA8zieeF1X1mZTHQ8ArwE1AGzBfVfeIyCzgGaASiACPquo7eYvemADL1nM/U1FPp25wiJPnYl2NwJIlrx8JSuFKZ8Tg0AVLKY+EYVfbOX4y23sbilK0cuNulq3+L+eiCRIKh9s7WLba2Qk5X8U+69SNiJQDLwBzgMnAvSIyOeW0xcAJVb0K+DXwrHv8GPAdVb0WeAB4NS9RG1ME+tpzP9mCxnraz0c5Hu4gEY9zPPzVWh9N+gFoGBnMVSTPrknf9iHT8f7i+bWthCMJysqcttllZRCOJHh+bWvefoeXOfppQKuq7lLVCPA60JRyThPwsnt7FTBTRERVN6tq5+4GW4Eqd/RvTMnra8/9ZHMa6lk6awI1VRUcau+gpqqC3y28rltRbxg5kOZHZuYrBVMAh09HKAcqysoQESrKyih3j+eLl6mb0cC+pPv7gemZzlHVmIicAi7FGdF3ugv4j6p2W3YsIg8CDwKMHdvz5g/GFJO+9NxPNaehvttVthejj3uxTAWVDO1+/ZYIaB7/5xdk1Y2ITMGZzvlhusdVdYWqNqpqY11d9isOjTGmVNTVlBNTiMUSxBMJYrEEMXWO54uXQn8ASO7+VO8eS3uOiFQAQ3C+lEVE6oG/AferanG12zOmH+mcBiqWOf9S8cisSVS5NT3mdtOrKneO54uXQr8JmCAi40SkElgANKec04zzZSvA3cA7qqoiMhRYDTymquvyFbQxJv+aH5l5Uef892S4sCzT8XzK1NkmCB1v5k8fxxPzJjPp8louGxxi0uW1PDFvcl6XV4p6mAgSkbnAczjLK19S1adF5EmgRVWbRWQgzoqaG4DjwAJV3SUiPwN+CuxM+utuV9UjmX5XY2OjtrS09D4jY4xJMenx1cTiEErqONoRTVBRDtufvvj/0BSCiHykqo3pHvO0jl5V3wLeSjn2i6Tb54F70vy5ZcCynKI1xpg8u2NKHW9+ctQp7gIxhTjQNKV/fCdoLRCMMSVv+cJp3NlQR0U5RBQqyuHOhjqWL5zmd2gFYS0QjDH9wvKF01judxA+sRG9McaUOCv0xhhT4qzQG2NMibNCb4wxJc4KvTHGlDhPF0wVkogcBb7M8PBwLmyUVowsh+AohTwsh+DwO48rVDXthQGBK/Q9EZGWTFd+FQvLIThKIQ/LITiCnIdN3RhjTImzQm+MMSWu2Ar9Cr8DyAPLIThKIQ/LITgCm0dRzdEbY4zJXbGN6I0xxuTICr0xxpS4wBV6EZktIttFpFVEHkvzeEhEVrqPbxSRKwsfZXYe8lgqIttE5BMRWSsiV/gRZ0+y5ZB03l0ioiISuKVlXnIQke+6z8VWEflLoWP0wsPraayIvCsim93X1Fw/4uyJiLwkIkdE5LMMj4uI/MbN8RMRubHQMWbjIYf73Ng/FZH1InJdoWNMS1UD84Ozg9UXwHigEvgYmJxyzo+A37u3FwAr/Y67l3nMAAa5tx8OWh5ecnDPqwXeBzYAjX7H3YvnYQKwGRjm3h/hd9y9zGMF8LB7ezKwx++40+RxK3Aj8FmGx+cC/8DZ4e9mYKPfMfcih1uSXktzgpJD0Eb004BWVd2lqhHgdaAp5Zwm4GX39ipgpogEYevHZFnzUNV3VfWse3cDzqbrQeLluQB4CngWOF/I4DzyksMPgBdU9QSA9rDNpY+85KHAYPf2EOBgAePzRFXfx9lqNJMm4BV1bACGisiowkTnTbYcVHV952uJAL2vg1boRwP7ku7vd4+lPUdVY8Ap4NKCROedlzySLcYZyQRJ1hzcj9ZjVHV1IQPLgZfnYSIwUUTWicgGEZldsOi885LHL4FFIrIfZ9vPJYUJLa9yfd8EXWDe17bDlM9EZBHQCHzT71hyISJlwHLg+z6H0lcVONM338IZfb0vIteq6klfo8rdvcCfVPVXIvJ14FURmaqqCb8D649EZAZOof+G37FA8Eb0B4AxSffr3WNpzxGRCpyPqW0Fic47L3kgIrcBjwPzVLWjQLF5lS2HWmAq8J6I7MGZU20O2BeyXp6H/UCzqkZVdTewA6fwB4mXPBYDfwVQ1Q+AgThNtoqJp/dN0IlIA/Ai0KSqgahNQSv0m4AJIjJORCpxvmxtTjmnGXjAvX038I6633wESNY8ROQG4A84RT6I88I95qCqp1R1uKpeqapX4sxHzlPVFn/CTcvL6+nvOKN5RGQ4zlTOrkIG6YGXPPYCMwFE5BqcQn+0oFH2XTNwv7v65mbglKoe8juoXIjIWOBN4HuqusPveLr4/W1wmm+t5+KMqr4AHnePPYlTRMB5Ab8BtAIfAuP9jrmXefwTOAxscX+a/Y451xxSzn2PgK268fg8CM4U1DbgU2CB3zH3Mo/JwDqcFTlbgNv9jjlNDq8Bh4AoziepxcBDwENJz8ULbo6fBvT1lC2HF4ETSe/rFr9jVlVrgWCMMaUuaFM3xhhj8swKvTHGlDgr9MYYU+Ks0BtjTImzQm+MMT7L1iwtzfk5NeKzVTfGGOMzEbkVCOP0+pma5dwJOBfHfVtVT4jICM1yLY6N6I0xxmeaplmaiHxNRNaIyEci8i8Rudp9KOdGfFbojTEmmFYAS1T1JuDHwG/d4zk34rOmZsYYEzAiUoPT2/6NpC7sIfe/OTfis0JvjDHBUwacVNXr0zy2H2dDkyiwW0Q6G/Ft6ukvM8YYEyCq2o5TxO+Brm0WO7clzLkRnxV6Y4zxmYi8BnwATBKR/SKyGLgPWCwiHwNb+WpXsbeBNhHZBrwLPKpZ2iHb8kpjjClxNqI3xpgSZ4XeGGNKnBV6Y4wpcVbojTGmxFmhN8aYEmeF3hhjSpwVemOMKXH/B2FC4QN548c6AAAAAElFTkSuQmCC\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "TtORDx18hAZS" + }, + "source": [ + "# large variance at low volumes, low at high...\n", + "# indication of fixed costs being the variance source" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "kNhRpgU4hAZc" + }, + "source": [ + "# Which outliers do you pick?\n", + "# Think impact" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 193 + }, + "id": "4DKfpUT9hAZe", + "outputId": "7d7375af-737a-4143-f00b-90109d85287e" + }, + "source": [ + "sm_corp_var[(sm_corp_var['Volume']>500000)&(sm_corp_var['Unitary profitability']>0.08)]" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + " Client ID client_t loan_t date Volume Maturity \\\n", + "182797 526349249 small_corp variable 01/12/2014 598469.4787 2797 \n", + "238275 641828264 small_corp variable 01/08/2012 613847.9476 1797 \n", + "\n", + " fixed component variable component fixed costs \\\n", + "182797 0.018830 0.062273 239.461378 \n", + "238275 0.016353 0.067360 75.660693 \n", + "\n", + " Unitary profitability type \n", + "182797 0.082 small_corp_variable \n", + "238275 0.086 small_corp_variable " + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Client IDclient_tloan_tdateVolumeMaturityfixed componentvariable componentfixed costsUnitary profitabilitytype
182797526349249small_corpvariable01/12/2014598469.478727970.0188300.062273239.4613780.082small_corp_variable
238275641828264small_corpvariable01/08/2012613847.947617970.0163530.06736075.6606930.086small_corp_variable
\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
\n", + "
\n", + " " + ] + }, + "metadata": {}, + "execution_count": 14 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "x7haMX36hAZg" + }, + "source": [ + "#now to handle the weird variance at low volumes? Take a peek\n", + "#any pattern jumps to mind?" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 808 + }, + "id": "DTHZxzsXhAZi", + "outputId": "1a8661bb-c6b6-4255-8305-70c149eb5887" + }, + "source": [ + "display(sm_corp_var[(sm_corp_var['Volume']>200000)&(sm_corp_var['Volume']<215000)&(sm_corp_var['Unitary profitability']>0.11)].head(10))\n", + "display(sm_corp_var[(sm_corp_var['Volume']>200000)&(sm_corp_var['Volume']<215000)&(sm_corp_var['Unitary profitability']<0.09)].head(10))" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + " Client ID client_t loan_t date Volume Maturity \\\n", + "4034 512021950 small_corp variable 01/09/2018 206674.4186 3533 \n", + "19536 134889681 small_corp variable 01/04/2017 206674.4186 2544 \n", + "25520 411367085 small_corp variable 01/09/2018 206674.4186 2185 \n", + "49283 599453040 small_corp variable 01/02/2018 206674.4186 2385 \n", + "55712 85534437 small_corp variable 01/02/2018 201977.2727 1587 \n", + "56223 616815132 small_corp variable 01/03/2018 211595.2381 503 \n", + "118634 246442612 small_corp variable 01/07/2016 206674.4186 3453 \n", + "160368 492086591 small_corp variable 01/04/2017 206674.4186 2909 \n", + "165758 3156972 small_corp variable 01/02/2017 201977.2727 2283 \n", + "183533 155312012 small_corp variable 01/04/2017 211595.2381 2503 \n", + "\n", + " fixed component variable component fixed costs \\\n", + "4034 0.014555 0.104873 120.134747 \n", + "19536 0.016397 0.101700 148.615821 \n", + "25520 0.026111 0.087411 70.331705 \n", + "49283 0.016599 0.094743 220.125077 \n", + "55712 0.018541 0.093870 51.527837 \n", + "56223 0.021732 0.093385 103.129750 \n", + "118634 0.017998 0.100906 116.460182 \n", + "160368 0.016934 0.097434 96.251336 \n", + "165758 0.016250 0.105228 152.738000 \n", + "183533 0.019272 0.094206 123.222758 \n", + "\n", + " Unitary profitability type \n", + "4034 0.114820 small_corp_variable \n", + "19536 0.116820 small_corp_variable \n", + "25520 0.110820 small_corp_variable \n", + "49283 0.112820 small_corp_variable \n", + "55712 0.114893 small_corp_variable \n", + "56223 0.110745 small_corp_variable \n", + "118634 0.116820 small_corp_variable \n", + "160368 0.114820 small_corp_variable \n", + "165758 0.114893 small_corp_variable \n", + "183533 0.110745 small_corp_variable " + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Client IDclient_tloan_tdateVolumeMaturityfixed componentvariable componentfixed costsUnitary profitabilitytype
4034512021950small_corpvariable01/09/2018206674.418635330.0145550.104873120.1347470.114820small_corp_variable
19536134889681small_corpvariable01/04/2017206674.418625440.0163970.101700148.6158210.116820small_corp_variable
25520411367085small_corpvariable01/09/2018206674.418621850.0261110.08741170.3317050.110820small_corp_variable
49283599453040small_corpvariable01/02/2018206674.418623850.0165990.094743220.1250770.112820small_corp_variable
5571285534437small_corpvariable01/02/2018201977.272715870.0185410.09387051.5278370.114893small_corp_variable
56223616815132small_corpvariable01/03/2018211595.23815030.0217320.093385103.1297500.110745small_corp_variable
118634246442612small_corpvariable01/07/2016206674.418634530.0179980.100906116.4601820.116820small_corp_variable
160368492086591small_corpvariable01/04/2017206674.418629090.0169340.09743496.2513360.114820small_corp_variable
1657583156972small_corpvariable01/02/2017201977.272722830.0162500.105228152.7380000.114893small_corp_variable
183533155312012small_corpvariable01/04/2017211595.238125030.0192720.094206123.2227580.110745small_corp_variable
\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
\n", + "
\n", + " " + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + " Client ID client_t loan_t date Volume Maturity \\\n", + "4637 114779553 small_corp variable 01/04/2016 211000.0 3148 \n", + "8532 275814914 small_corp variable 01/01/2013 209000.0 2728 \n", + "11936 264376197 small_corp variable 01/04/2014 211000.0 2275 \n", + "24060 402133745 small_corp variable 01/03/2014 206000.0 2751 \n", + "30481 317333980 small_corp variable 01/08/2015 209000.0 1629 \n", + "35781 657697425 small_corp variable 01/09/2014 210000.0 3048 \n", + "47416 55248649 small_corp variable 01/07/2013 211000.0 3198 \n", + "50259 144704646 small_corp variable 01/05/2013 212000.0 1251 \n", + "68126 516916961 small_corp variable 01/02/2013 211000.0 2551 \n", + "68662 625546249 small_corp variable 01/05/2016 214000.0 384 \n", + "\n", + " fixed component variable component fixed costs \\\n", + "4637 0.018794 0.072410 54.259342 \n", + "8532 0.018947 0.061051 102.926886 \n", + "11936 0.012967 0.070533 151.641010 \n", + "24060 0.018635 0.039214 172.411563 \n", + "30481 0.020338 0.077189 83.104263 \n", + "35781 0.015983 0.074051 53.398977 \n", + "47416 0.022622 0.056568 60.209260 \n", + "50259 0.021544 0.053397 148.421121 \n", + "68126 0.017231 0.069625 197.155117 \n", + "68662 0.013864 0.060373 157.828482 \n", + "\n", + " Unitary profitability type \n", + "4637 0.080000 small_corp_variable \n", + "8532 0.082000 small_corp_variable \n", + "11936 0.080000 small_corp_variable \n", + "24060 0.058000 small_corp_variable \n", + "30481 0.088000 small_corp_variable \n", + "35781 0.088000 small_corp_variable \n", + "47416 0.080000 small_corp_variable \n", + "50259 0.080000 small_corp_variable \n", + "68126 0.080000 small_corp_variable \n", + "68662 0.074708 small_corp_variable " + ], + "text/html": [ + "\n", + "
\n", + "
\n", + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Client IDclient_tloan_tdateVolumeMaturityfixed componentvariable componentfixed costsUnitary profitabilitytype
4637114779553small_corpvariable01/04/2016211000.031480.0187940.07241054.2593420.080000small_corp_variable
8532275814914small_corpvariable01/01/2013209000.027280.0189470.061051102.9268860.082000small_corp_variable
11936264376197small_corpvariable01/04/2014211000.022750.0129670.070533151.6410100.080000small_corp_variable
24060402133745small_corpvariable01/03/2014206000.027510.0186350.039214172.4115630.058000small_corp_variable
30481317333980small_corpvariable01/08/2015209000.016290.0203380.07718983.1042630.088000small_corp_variable
35781657697425small_corpvariable01/09/2014210000.030480.0159830.07405153.3989770.088000small_corp_variable
4741655248649small_corpvariable01/07/2013211000.031980.0226220.05656860.2092600.080000small_corp_variable
50259144704646small_corpvariable01/05/2013212000.012510.0215440.053397148.4211210.080000small_corp_variable
68126516916961small_corpvariable01/02/2013211000.025510.0172310.069625197.1551170.080000small_corp_variable
68662625546249small_corpvariable01/05/2016214000.03840.0138640.060373157.8284820.074708small_corp_variable
\n", + "
\n", + " \n", + " \n", + " \n", + "\n", + " \n", + "
\n", + "
\n", + " " + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "rC-N5HjBhAZk" + }, + "source": [ + "#seems like time has something to do with it!" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "fz_emcenhAZm", + "outputId": "a5350669-588f-4f34-fb82-847939b2bb15" + }, + "source": [ + "#fist, type correction\n", + "sm_corp_var['date'].dtypes\n", + "sm_corp_var['date'] = sm_corp_var['date'].apply(pd.to_datetime)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + " This is separate from the ipykernel package so we can avoid doing imports until\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "cqefmbXQhAZo" + }, + "source": [ + "sm_corp_var.groupby('date').agg({'Unitary profitability':'mean'}).reset_index()\n", + "time_eda = sm_corp_var.groupby('date').agg({'Unitary profitability':'mean'}).reset_index()" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 289 + }, + "id": "W0nZLsBFhAZq", + "outputId": "2c30c968-038d-4a3e-be03-224868b4ef3b" + }, + "source": [ + "time_eda.plot(kind='line',x='date',y='Unitary profitability')" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 19 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "k1yebCvjhAZr" + }, + "source": [], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file From ca4ed732b8b59604841f47218855aa72d1a6f189 Mon Sep 17 00:00:00 2001 From: Tarinee <115019392+TMeesters@users.noreply.github.com> Date: Thu, 2 Nov 2023 18:52:56 +0100 Subject: [PATCH 5/5] Created using Colaboratory --- Day_2_EDV.ipynb | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/Day_2_EDV.ipynb b/Day_2_EDV.ipynb index 7850d35..996104e 100644 --- a/Day_2_EDV.ipynb +++ b/Day_2_EDV.ipynb @@ -42,10 +42,11 @@ }, "source": [ "import pandas as pd\n", + "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "import seaborn as sns" + "import seaborn as sns\n" ], - "execution_count": null, + "execution_count": 4, "outputs": [] }, {