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Created September 27, 2021 17:28
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "lab02.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/udvzol/bab4f2a41f17cc11d0cc907aec76f9f3/lab02.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZadqMhWov-qv"
},
"source": [
"# Unsupervised learning & clustering\n",
"----\n",
"### 1. Reading data\n",
"The worldbank_jobs_2016.tsv (can be found in the same folder with this notebook) file contains the Jobs (and other) data for the 2016 year, downloaded from The World Bank's webpage.\n",
"\n",
"- Look at the data in any text editor. Build up an overall sense how the data is built up and how the missing values are represented.\n",
"- Read the file into a pandas dataframe and tell pandas the delimiter (or separator) that separates the columns and which special pattern means if a value is missing.\n",
"- Keep only those rows, which represents countries, at the end there are some useless rows (with missing country code).\n",
"- The data is in a long format. Convert it into a wide format, where each row is a single country (with country code) and the column names are the features i.e. the Series Codes, the values in the columns are the measured values of the 2016 [YR 2016 column]. (eg the first column is 'EG.CFT.ACCS.ZS', the second is 'EG.ELC.ACCS.ZS'. Order of the columns does not matter)! Try to use the pivot method.\n",
"- Check that the features are in numeric format (dtypes), this will be needed for modeling!\n",
"-----\n",
"### 2. Data preprocessing and inspection\n",
"- Visualize the missing values!\n",
"- Keep only those countries which has less than 60 missing features in the original table.\n",
"- After this drop all features which have missing values for the remaining countries. (Imputation would also work but may introduce a bias because there is less data for less developed countries generally.)\n",
"- How many counties and features do we have left?\n",
"- Read the kept features' descriptions. In the original table the Series Name describe the meaning of the features. What do you think, based only on these information, which counties are the most similar to Hungary? And Greece?\n",
"------\n",
"### 3. PCA\n",
"- Perform PCA with 3 principal components on the filtered, imputed data (from now on, data refers to the filtered, imputed dataset)\n",
"- Plot the three embedded 2D combination next to each other (0 vs 1, 0 vs 2 and 1 vs 2)\n",
"- It seems that the embedding is really dominated by a single direction. Normalize the data (each feature should have zero mean and unit variance after normalization) and re-do the PCA and the plotting (do not delete the previous plots, just make new ones).\n",
"- Give some explaination for the second principal component: Look at the coefficients of the features which were use the calculate that principal component. For the features with the largest coefficient (in absolute value) look up the Series Name for the Code.\n",
"-----\n",
"### 4. T-SNE\n",
"- Perform T-SNE on the scaled data with 2 components\n",
"- Plot the embeddings results. Add a text label for each point to make it possible to interpret the results. It will not be possible to read all, but try to make it useful, see the attached image as an example!\n",
"- Highlight Hungary, Greece, Norway, China, Russia (HUN, GRC, NOR, CHN, RUS)! Which countries are the closest one to Hungary and Greece?\n",
"-------\n",
"### 5. Hierarchical and K-Means clustering\n",
"- Perform hierarchical clustering on the filtered and scaled data (hint: use seaborn)\n",
"- Try to plot in a way that all country's name is visible\n",
"- Perform K-Means clustering on the filtered and scaled data with 4 clusters.\n",
"- Make a plot with text label for each point as in the previous excersice but use different color for every cluster.\n",
"- Write down your impressions that you got from these two plots! Which cluster are China and Hungary in?\n",
"----\n",
"### Hints:\n",
"- On total you can get 10 points for fully completing all tasks.\n",
"- Decorate your notebook with questions, explanation etc, make it self contained and understandable!\n",
"- Comment your code when necessary!\n",
"- Write functions for repetitive tasks!\n",
"- Use the pandas package for data loading and handling\n",
"- Use matplotlib and seaborn for plotting or bokeh and plotly for interactive investigation\n",
"- Use the scikit learn package for almost everything\n",
"- Use for loops only if it is really necessary!\n",
"- Code sharing is not allowed between students! Sharing code will result in zero points.\n",
"- If you use code found on web, it is OK, but, make its source clear!"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2szIsGTSxsLz"
},
"source": [
"## Solution\n",
"#### 1."
]
},
{
"cell_type": "code",
"metadata": {
"cellView": "code",
"id": "Kem84sShvvvH"
},
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from sklearn.decomposition import PCA\n",
"from sklearn.manifold import TSNE\n",
"from sklearn.cluster import KMeans\n",
"\n",
"%matplotlib inline"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "PiL_6otnxo-o"
},
"source": [
"long = pd.read_csv('worldbank_jobs_2016.tsv', na_values=['..'], sep=\"\\t\")\n",
"long.dropna(subset=[\"Country Code\"], inplace=True)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "QjSKfWdfx0OF"
},
"source": [
"wide = long.pivot(index = \"Country Code\", columns=\"Series Code\", values=\"2016 [YR2016]\")"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "kr1f_bpcDdab",
"outputId": "76fb4f02-a752-4837-a294-8fc684d7a106"
},
"source": [
"(wide.dtypes==float).all()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"True"
]
},
"metadata": {},
"execution_count": 6
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NlbiLYCUGeqX"
},
"source": [
"#### 2."
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 286
},
"id": "FE9Kno4JEDa8",
"outputId": "76c27b88-179c-4cbb-f75c-ee9a9f881b9a"
},
"source": [
"plt.imshow(wide.isna())"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7ff9e7fc6210>"
]
},
"metadata": {},
"execution_count": 7
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 504
},
"id": "pAa5llE2HDwt",
"outputId": "db131025-8657-409a-cd7d-9da2bc263365"
},
"source": [
"keep_rows = wide.isna().sum(1)[wide.isna().sum(1) < 60].index.values\n",
"\n",
"filtered_wide = wide[wide.index.isin(keep_rows)].dropna(axis=\"columns\", inplace=False)\n",
"\n",
"filtered_wide"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>Series Code</th>\n",
" <th>BX.KLT.DINV.WD.GD.ZS</th>\n",
" <th>EG.ELC.ACCS.ZS</th>\n",
" <th>EN.POP.DNST</th>\n",
" <th>IT.CEL.SETS.P2</th>\n",
" <th>IT.MLT.MAIN.P2</th>\n",
" <th>IT.NET.USER.ZS</th>\n",
" <th>NY.GDP.MKTP.KD.ZG</th>\n",
" <th>SL.AGR.EMPL.FE.ZS</th>\n",
" <th>SL.AGR.EMPL.MA.ZS</th>\n",
" <th>SL.AGR.EMPL.ZS</th>\n",
" <th>SL.EMP.MPYR.FE.ZS</th>\n",
" <th>SL.EMP.MPYR.MA.ZS</th>\n",
" <th>SL.EMP.MPYR.ZS</th>\n",
" <th>SL.EMP.OWAC.FE.ZS</th>\n",
" <th>SL.EMP.OWAC.MA.ZS</th>\n",
" <th>SL.EMP.OWAC.ZS</th>\n",
" <th>SL.EMP.SELF.FE.ZS</th>\n",
" <th>SL.EMP.SELF.MA.ZS</th>\n",
" <th>SL.EMP.SELF.ZS</th>\n",
" <th>SL.EMP.TOTL</th>\n",
" <th>SL.EMP.VULN.FE.ZS</th>\n",
" <th>SL.EMP.VULN.MA.ZS</th>\n",
" <th>SL.EMP.VULN.ZS</th>\n",
" <th>SL.EMP.WORK.FE.ZS</th>\n",
" <th>SL.EMP.WORK.MA.ZS</th>\n",
" <th>SL.EMP.WORK.ZS</th>\n",
" <th>SL.FAM.WORK.FE.ZS</th>\n",
" <th>SL.FAM.WORK.MA.ZS</th>\n",
" <th>SL.FAM.WORK.ZS</th>\n",
" <th>SL.IND.EMPL.FE.ZS</th>\n",
" <th>SL.IND.EMPL.MA.ZS</th>\n",
" <th>SL.IND.EMPL.ZS</th>\n",
" <th>SL.SRV.EMPL.FE.ZS</th>\n",
" <th>SL.SRV.EMPL.MA.ZS</th>\n",
" <th>SL.SRV.EMPL.ZS</th>\n",
" <th>SL.TLF.CACT.FE.ZS</th>\n",
" <th>SL.TLF.CACT.MA.ZS</th>\n",
" <th>SL.TLF.CACT.ZS</th>\n",
" <th>SL.TLF.TOTL.IN</th>\n",
" <th>SL.UEM.1524.FE.ZS</th>\n",
" <th>SL.UEM.1524.MA.ZS</th>\n",
" <th>SL.UEM.1524.ZS</th>\n",
" <th>SL.UEM.TOTL.FE.ZS</th>\n",
" <th>SL.UEM.TOTL.MA.ZS</th>\n",
" <th>SL.UEM.TOTL.ZS</th>\n",
" <th>SP.ADO.TFRT</th>\n",
" <th>SP.DYN.LE00.FE.IN</th>\n",
" <th>SP.DYN.LE00.MA.IN</th>\n",
" <th>SP.DYN.TFRT.IN</th>\n",
" <th>SP.POP.0014.TO</th>\n",
" <th>SP.POP.0014.TO.ZS</th>\n",
" <th>SP.POP.1564.TO</th>\n",
" <th>SP.POP.1564.TO.ZS</th>\n",
" <th>SP.POP.65UP.TO</th>\n",
" <th>SP.POP.65UP.TO.ZS</th>\n",
" <th>SP.POP.DPND</th>\n",
" <th>SP.POP.GROW</th>\n",
" <th>SP.POP.TOTL</th>\n",
" <th>SP.RUR.TOTL</th>\n",
" <th>SP.RUR.TOTL.ZS</th>\n",
" <th>SP.URB.TOTL</th>\n",
" <th>SP.URB.TOTL.IN.ZS</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Country Code</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>AFG</th>\n",
" <td>0.480710</td>\n",
" <td>84.137138</td>\n",
" <td>53.083405</td>\n",
" <td>62.335417</td>\n",
" <td>0.329501</td>\n",
" <td>10.595726</td>\n",
" <td>2.366712</td>\n",
" <td>72.621002</td>\n",
" <td>59.122002</td>\n",
" <td>61.348999</td>\n",
" <td>0.292</td>\n",
" <td>1.432</td>\n",
" <td>1.244</td>\n",
" <td>11.084000</td>\n",
" <td>45.612000</td>\n",
" <td>39.917999</td>\n",
" <td>69.418999</td>\n",
" <td>66.819000</td>\n",
" <td>67.248001</td>\n",
" <td>9618882.0</td>\n",
" <td>69.127998</td>\n",
" <td>65.386999</td>\n",
" <td>66.004000</td>\n",
" <td>30.580999</td>\n",
" <td>33.181000</td>\n",
" <td>32.751999</td>\n",
" <td>58.043999</td>\n",
" <td>19.775000</td>\n",
" <td>26.086000</td>\n",
" <td>5.559</td>\n",
" <td>6.975000</td>\n",
" <td>6.741000</td>\n",
" <td>21.820999</td>\n",
" <td>33.902000</td>\n",
" <td>31.910000</td>\n",
" <td>19.419001</td>\n",
" <td>86.717003</td>\n",
" <td>54.234001</td>\n",
" <td>10551800.0</td>\n",
" <td>21.736000</td>\n",
" <td>16.816000</td>\n",
" <td>17.882000</td>\n",
" <td>13.016000</td>\n",
" <td>7.969000</td>\n",
" <td>8.841000</td>\n",
" <td>68.7942</td>\n",
" <td>65.024</td>\n",
" <td>62.412</td>\n",
" <td>4.635</td>\n",
" <td>15199971.0</td>\n",
" <td>43.859525</td>\n",
" <td>18575258.0</td>\n",
" <td>53.598917</td>\n",
" <td>880803.0</td>\n",
" <td>2.541558</td>\n",
" <td>86.570932</td>\n",
" <td>2.689163</td>\n",
" <td>34656032.0</td>\n",
" <td>25985093.0</td>\n",
" <td>74.980</td>\n",
" <td>8670939.0</td>\n",
" <td>25.020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ALB</th>\n",
" <td>8.786734</td>\n",
" <td>100.000000</td>\n",
" <td>104.967190</td>\n",
" <td>115.152265</td>\n",
" <td>8.496597</td>\n",
" <td>66.363445</td>\n",
" <td>3.352159</td>\n",
" <td>47.271999</td>\n",
" <td>35.806000</td>\n",
" <td>40.659000</td>\n",
" <td>1.020</td>\n",
" <td>3.473</td>\n",
" <td>2.435</td>\n",
" <td>16.686001</td>\n",
" <td>34.481998</td>\n",
" <td>26.950001</td>\n",
" <td>58.007000</td>\n",
" <td>60.478001</td>\n",
" <td>59.431999</td>\n",
" <td>1129074.0</td>\n",
" <td>56.987000</td>\n",
" <td>57.003998</td>\n",
" <td>56.997002</td>\n",
" <td>41.993000</td>\n",
" <td>39.521999</td>\n",
" <td>40.568001</td>\n",
" <td>40.300999</td>\n",
" <td>22.521999</td>\n",
" <td>30.047001</td>\n",
" <td>13.652</td>\n",
" <td>21.976000</td>\n",
" <td>18.452999</td>\n",
" <td>39.076000</td>\n",
" <td>42.216999</td>\n",
" <td>40.888000</td>\n",
" <td>47.438999</td>\n",
" <td>65.053001</td>\n",
" <td>56.278000</td>\n",
" <td>1331755.0</td>\n",
" <td>30.385000</td>\n",
" <td>33.953999</td>\n",
" <td>32.731998</td>\n",
" <td>14.549000</td>\n",
" <td>15.705000</td>\n",
" <td>15.220000</td>\n",
" <td>20.6796</td>\n",
" <td>80.451</td>\n",
" <td>76.389</td>\n",
" <td>1.713</td>\n",
" <td>509714.0</td>\n",
" <td>17.722397</td>\n",
" <td>1997271.0</td>\n",
" <td>69.443689</td>\n",
" <td>369116.0</td>\n",
" <td>12.833914</td>\n",
" <td>44.001540</td>\n",
" <td>-0.159880</td>\n",
" <td>2876101.0</td>\n",
" <td>1195854.0</td>\n",
" <td>41.579</td>\n",
" <td>1680247.0</td>\n",
" <td>58.421</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ARE</th>\n",
" <td>2.516687</td>\n",
" <td>100.000000</td>\n",
" <td>110.880526</td>\n",
" <td>214.734910</td>\n",
" <td>24.659166</td>\n",
" <td>90.600007</td>\n",
" <td>2.988442</td>\n",
" <td>0.013000</td>\n",
" <td>0.186000</td>\n",
" <td>0.166000</td>\n",
" <td>1.122</td>\n",
" <td>2.957</td>\n",
" <td>2.740</td>\n",
" <td>0.208000</td>\n",
" <td>0.364000</td>\n",
" <td>0.346000</td>\n",
" <td>1.363000</td>\n",
" <td>3.343000</td>\n",
" <td>3.109000</td>\n",
" <td>6310626.0</td>\n",
" <td>0.241000</td>\n",
" <td>0.386000</td>\n",
" <td>0.370000</td>\n",
" <td>98.637001</td>\n",
" <td>96.656998</td>\n",
" <td>96.890999</td>\n",
" <td>0.033000</td>\n",
" <td>0.022000</td>\n",
" <td>0.024000</td>\n",
" <td>4.378</td>\n",
" <td>39.566002</td>\n",
" <td>35.393002</td>\n",
" <td>95.647003</td>\n",
" <td>60.242001</td>\n",
" <td>64.441002</td>\n",
" <td>41.250999</td>\n",
" <td>92.551003</td>\n",
" <td>80.375999</td>\n",
" <td>6415833.0</td>\n",
" <td>9.329000</td>\n",
" <td>3.814000</td>\n",
" <td>4.900000</td>\n",
" <td>4.598000</td>\n",
" <td>1.225000</td>\n",
" <td>1.636000</td>\n",
" <td>28.2274</td>\n",
" <td>78.767</td>\n",
" <td>76.565</td>\n",
" <td>1.748</td>\n",
" <td>1287338.0</td>\n",
" <td>13.887723</td>\n",
" <td>7881775.0</td>\n",
" <td>85.028100</td>\n",
" <td>100499.0</td>\n",
" <td>1.084177</td>\n",
" <td>17.608178</td>\n",
" <td>1.251759</td>\n",
" <td>9269612.0</td>\n",
" <td>1300990.0</td>\n",
" <td>14.035</td>\n",
" <td>7968622.0</td>\n",
" <td>85.965</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ARG</th>\n",
" <td>0.587564</td>\n",
" <td>100.000000</td>\n",
" <td>16.022067</td>\n",
" <td>145.330506</td>\n",
" <td>22.666391</td>\n",
" <td>70.968981</td>\n",
" <td>-1.822542</td>\n",
" <td>0.172000</td>\n",
" <td>0.808000</td>\n",
" <td>0.552000</td>\n",
" <td>2.435</td>\n",
" <td>4.962</td>\n",
" <td>3.939</td>\n",
" <td>16.434000</td>\n",
" <td>22.979000</td>\n",
" <td>20.327999</td>\n",
" <td>20.101000</td>\n",
" <td>28.422001</td>\n",
" <td>25.051001</td>\n",
" <td>18049589.0</td>\n",
" <td>17.666000</td>\n",
" <td>23.460000</td>\n",
" <td>21.112999</td>\n",
" <td>79.899002</td>\n",
" <td>71.578003</td>\n",
" <td>74.948997</td>\n",
" <td>1.232000</td>\n",
" <td>0.481000</td>\n",
" <td>0.785000</td>\n",
" <td>8.024</td>\n",
" <td>34.077999</td>\n",
" <td>23.625000</td>\n",
" <td>91.806000</td>\n",
" <td>65.112999</td>\n",
" <td>75.821999</td>\n",
" <td>47.430000</td>\n",
" <td>73.382004</td>\n",
" <td>59.964001</td>\n",
" <td>19704082.0</td>\n",
" <td>25.356001</td>\n",
" <td>22.395000</td>\n",
" <td>23.528000</td>\n",
" <td>9.557000</td>\n",
" <td>8.101000</td>\n",
" <td>8.696000</td>\n",
" <td>63.0272</td>\n",
" <td>80.310</td>\n",
" <td>72.777</td>\n",
" <td>2.293</td>\n",
" <td>10987577.0</td>\n",
" <td>25.058657</td>\n",
" <td>28009966.0</td>\n",
" <td>63.880519</td>\n",
" <td>4849887.0</td>\n",
" <td>11.060824</td>\n",
" <td>56.542246</td>\n",
" <td>0.984742</td>\n",
" <td>43847430.0</td>\n",
" <td>3671345.0</td>\n",
" <td>8.373</td>\n",
" <td>40176085.0</td>\n",
" <td>91.627</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ARM</th>\n",
" <td>3.206058</td>\n",
" <td>100.000000</td>\n",
" <td>102.733263</td>\n",
" <td>117.428481</td>\n",
" <td>18.176323</td>\n",
" <td>64.346030</td>\n",
" <td>0.200000</td>\n",
" <td>38.342999</td>\n",
" <td>30.448999</td>\n",
" <td>34.050999</td>\n",
" <td>0.337</td>\n",
" <td>1.370</td>\n",
" <td>0.887</td>\n",
" <td>31.028999</td>\n",
" <td>36.179001</td>\n",
" <td>33.771000</td>\n",
" <td>40.841000</td>\n",
" <td>41.542999</td>\n",
" <td>41.215000</td>\n",
" <td>1149897.0</td>\n",
" <td>40.502999</td>\n",
" <td>40.173001</td>\n",
" <td>40.328000</td>\n",
" <td>59.159000</td>\n",
" <td>58.457001</td>\n",
" <td>58.785000</td>\n",
" <td>9.474000</td>\n",
" <td>3.994000</td>\n",
" <td>6.557000</td>\n",
" <td>7.476</td>\n",
" <td>22.856001</td>\n",
" <td>15.838000</td>\n",
" <td>54.181000</td>\n",
" <td>46.695000</td>\n",
" <td>50.111000</td>\n",
" <td>51.210999</td>\n",
" <td>70.334000</td>\n",
" <td>59.901001</td>\n",
" <td>1402993.0</td>\n",
" <td>41.159000</td>\n",
" <td>36.611000</td>\n",
" <td>38.591000</td>\n",
" <td>17.827000</td>\n",
" <td>18.226000</td>\n",
" <td>18.040001</td>\n",
" <td>23.9750</td>\n",
" <td>77.640</td>\n",
" <td>71.265</td>\n",
" <td>1.612</td>\n",
" <td>582629.0</td>\n",
" <td>19.920193</td>\n",
" <td>2018577.0</td>\n",
" <td>69.015521</td>\n",
" <td>323610.0</td>\n",
" <td>11.064286</td>\n",
" <td>44.894943</td>\n",
" <td>0.269302</td>\n",
" <td>2924816.0</td>\n",
" <td>1079784.0</td>\n",
" <td>36.918</td>\n",
" <td>1845032.0</td>\n",
" <td>63.082</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WSM</th>\n",
" <td>0.321023</td>\n",
" <td>100.000000</td>\n",
" <td>68.948763</td>\n",
" <td>77.390391</td>\n",
" <td>4.960410</td>\n",
" <td>29.411730</td>\n",
" <td>7.145169</td>\n",
" <td>3.262000</td>\n",
" <td>6.142000</td>\n",
" <td>5.109000</td>\n",
" <td>4.615</td>\n",
" <td>4.289</td>\n",
" <td>4.406</td>\n",
" <td>30.431000</td>\n",
" <td>30.264000</td>\n",
" <td>30.323999</td>\n",
" <td>37.862999</td>\n",
" <td>35.352001</td>\n",
" <td>36.251999</td>\n",
" <td>35645.0</td>\n",
" <td>33.248000</td>\n",
" <td>31.063000</td>\n",
" <td>31.846999</td>\n",
" <td>62.137001</td>\n",
" <td>64.648003</td>\n",
" <td>63.748001</td>\n",
" <td>2.817000</td>\n",
" <td>0.799000</td>\n",
" <td>1.523000</td>\n",
" <td>6.968</td>\n",
" <td>18.568001</td>\n",
" <td>14.410000</td>\n",
" <td>89.769997</td>\n",
" <td>75.290001</td>\n",
" <td>80.481003</td>\n",
" <td>23.799999</td>\n",
" <td>38.980000</td>\n",
" <td>31.615000</td>\n",
" <td>38951.0</td>\n",
" <td>24.281000</td>\n",
" <td>14.775000</td>\n",
" <td>18.105000</td>\n",
" <td>10.161000</td>\n",
" <td>7.525000</td>\n",
" <td>8.487000</td>\n",
" <td>24.7590</td>\n",
" <td>78.270</td>\n",
" <td>72.029</td>\n",
" <td>3.976</td>\n",
" <td>71922.0</td>\n",
" <td>36.859449</td>\n",
" <td>112545.0</td>\n",
" <td>57.678411</td>\n",
" <td>10658.0</td>\n",
" <td>5.462140</td>\n",
" <td>73.375094</td>\n",
" <td>0.702526</td>\n",
" <td>195125.0</td>\n",
" <td>158674.0</td>\n",
" <td>81.319</td>\n",
" <td>36451.0</td>\n",
" <td>18.681</td>\n",
" </tr>\n",
" <tr>\n",
" <th>YEM</th>\n",
" <td>-3.080162</td>\n",
" <td>71.642349</td>\n",
" <td>52.245796</td>\n",
" <td>59.574130</td>\n",
" <td>4.226432</td>\n",
" <td>24.579208</td>\n",
" <td>-34.339754</td>\n",
" <td>57.243000</td>\n",
" <td>34.388000</td>\n",
" <td>35.962002</td>\n",
" <td>7.789</td>\n",
" <td>13.745</td>\n",
" <td>13.334</td>\n",
" <td>25.239000</td>\n",
" <td>29.538000</td>\n",
" <td>29.240999</td>\n",
" <td>73.661003</td>\n",
" <td>51.985001</td>\n",
" <td>53.480999</td>\n",
" <td>5412727.0</td>\n",
" <td>65.872000</td>\n",
" <td>38.241000</td>\n",
" <td>40.146999</td>\n",
" <td>26.339001</td>\n",
" <td>48.014999</td>\n",
" <td>46.519001</td>\n",
" <td>40.632999</td>\n",
" <td>8.703000</td>\n",
" <td>10.906000</td>\n",
" <td>15.739</td>\n",
" <td>14.441000</td>\n",
" <td>14.531000</td>\n",
" <td>27.018999</td>\n",
" <td>51.171001</td>\n",
" <td>49.507000</td>\n",
" <td>6.171000</td>\n",
" <td>69.539001</td>\n",
" <td>37.966000</td>\n",
" <td>6256647.0</td>\n",
" <td>35.860001</td>\n",
" <td>24.118999</td>\n",
" <td>25.169001</td>\n",
" <td>26.492001</td>\n",
" <td>12.604000</td>\n",
" <td>13.729000</td>\n",
" <td>61.8160</td>\n",
" <td>66.421</td>\n",
" <td>63.521</td>\n",
" <td>3.995</td>\n",
" <td>11104607.0</td>\n",
" <td>40.257110</td>\n",
" <td>15681743.0</td>\n",
" <td>56.850427</td>\n",
" <td>797863.0</td>\n",
" <td>2.892462</td>\n",
" <td>75.900173</td>\n",
" <td>2.451502</td>\n",
" <td>27584213.0</td>\n",
" <td>17821057.0</td>\n",
" <td>64.606</td>\n",
" <td>9763156.0</td>\n",
" <td>35.394</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ZAF</th>\n",
" <td>0.749015</td>\n",
" <td>84.200000</td>\n",
" <td>46.175859</td>\n",
" <td>147.125206</td>\n",
" <td>8.074287</td>\n",
" <td>54.000000</td>\n",
" <td>0.565363</td>\n",
" <td>3.896000</td>\n",
" <td>6.881000</td>\n",
" <td>5.584000</td>\n",
" <td>2.652</td>\n",
" <td>7.760</td>\n",
" <td>5.540</td>\n",
" <td>8.980000</td>\n",
" <td>9.215000</td>\n",
" <td>9.113000</td>\n",
" <td>12.370000</td>\n",
" <td>17.288000</td>\n",
" <td>15.151000</td>\n",
" <td>15940018.0</td>\n",
" <td>9.718000</td>\n",
" <td>9.528000</td>\n",
" <td>9.611000</td>\n",
" <td>87.629997</td>\n",
" <td>82.711998</td>\n",
" <td>84.848999</td>\n",
" <td>0.738000</td>\n",
" <td>0.313000</td>\n",
" <td>0.498000</td>\n",
" <td>11.933</td>\n",
" <td>32.087002</td>\n",
" <td>23.329000</td>\n",
" <td>84.170998</td>\n",
" <td>61.033001</td>\n",
" <td>71.087997</td>\n",
" <td>47.786999</td>\n",
" <td>62.035999</td>\n",
" <td>54.703999</td>\n",
" <td>21701910.0</td>\n",
" <td>59.333000</td>\n",
" <td>48.612000</td>\n",
" <td>53.360001</td>\n",
" <td>28.995001</td>\n",
" <td>24.554001</td>\n",
" <td>26.549999</td>\n",
" <td>44.4240</td>\n",
" <td>66.376</td>\n",
" <td>59.231</td>\n",
" <td>2.458</td>\n",
" <td>16343949.0</td>\n",
" <td>29.177561</td>\n",
" <td>36753491.0</td>\n",
" <td>65.613105</td>\n",
" <td>2918033.0</td>\n",
" <td>5.209334</td>\n",
" <td>52.408578</td>\n",
" <td>1.301374</td>\n",
" <td>56015473.0</td>\n",
" <td>19414403.0</td>\n",
" <td>34.659</td>\n",
" <td>36601070.0</td>\n",
" <td>65.341</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ZMB</th>\n",
" <td>3.163072</td>\n",
" <td>27.219337</td>\n",
" <td>22.318554</td>\n",
" <td>72.429338</td>\n",
" <td>0.611203</td>\n",
" <td>25.506579</td>\n",
" <td>3.757178</td>\n",
" <td>62.865002</td>\n",
" <td>44.696999</td>\n",
" <td>53.320999</td>\n",
" <td>0.291</td>\n",
" <td>0.410</td>\n",
" <td>0.354</td>\n",
" <td>33.616001</td>\n",
" <td>50.943001</td>\n",
" <td>42.717999</td>\n",
" <td>88.232002</td>\n",
" <td>68.698997</td>\n",
" <td>77.971001</td>\n",
" <td>6288209.0</td>\n",
" <td>87.941002</td>\n",
" <td>68.289001</td>\n",
" <td>77.618000</td>\n",
" <td>11.768000</td>\n",
" <td>31.301001</td>\n",
" <td>22.028999</td>\n",
" <td>54.325001</td>\n",
" <td>17.346001</td>\n",
" <td>34.900002</td>\n",
" <td>4.094</td>\n",
" <td>18.771999</td>\n",
" <td>11.804000</td>\n",
" <td>33.041000</td>\n",
" <td>36.532001</td>\n",
" <td>34.874001</td>\n",
" <td>70.127998</td>\n",
" <td>79.754997</td>\n",
" <td>74.846001</td>\n",
" <td>6818504.0</td>\n",
" <td>15.815000</td>\n",
" <td>14.819000</td>\n",
" <td>15.307000</td>\n",
" <td>8.370000</td>\n",
" <td>7.234000</td>\n",
" <td>7.777000</td>\n",
" <td>85.9728</td>\n",
" <td>64.482</td>\n",
" <td>59.281</td>\n",
" <td>4.981</td>\n",
" <td>7481345.0</td>\n",
" <td>45.091731</td>\n",
" <td>8696624.0</td>\n",
" <td>52.416488</td>\n",
" <td>413421.0</td>\n",
" <td>2.491780</td>\n",
" <td>90.779663</td>\n",
" <td>3.002816</td>\n",
" <td>16591390.0</td>\n",
" <td>9550336.0</td>\n",
" <td>57.562</td>\n",
" <td>7041054.0</td>\n",
" <td>42.438</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ZWE</th>\n",
" <td>2.063867</td>\n",
" <td>38.145138</td>\n",
" <td>41.748383</td>\n",
" <td>79.743884</td>\n",
" <td>1.892961</td>\n",
" <td>23.119989</td>\n",
" <td>0.615714</td>\n",
" <td>71.771004</td>\n",
" <td>63.117001</td>\n",
" <td>67.430000</td>\n",
" <td>0.484</td>\n",
" <td>0.833</td>\n",
" <td>0.663</td>\n",
" <td>66.210999</td>\n",
" <td>48.326000</td>\n",
" <td>57.055000</td>\n",
" <td>76.677002</td>\n",
" <td>55.599998</td>\n",
" <td>65.887001</td>\n",
" <td>7478802.0</td>\n",
" <td>76.193998</td>\n",
" <td>54.767000</td>\n",
" <td>65.225000</td>\n",
" <td>23.323000</td>\n",
" <td>44.400002</td>\n",
" <td>34.112999</td>\n",
" <td>9.983000</td>\n",
" <td>6.441000</td>\n",
" <td>8.170000</td>\n",
" <td>2.266</td>\n",
" <td>12.465000</td>\n",
" <td>7.382000</td>\n",
" <td>25.962999</td>\n",
" <td>24.417999</td>\n",
" <td>25.188000</td>\n",
" <td>78.209000</td>\n",
" <td>88.918999</td>\n",
" <td>83.310997</td>\n",
" <td>7887416.0</td>\n",
" <td>9.510000</td>\n",
" <td>7.034000</td>\n",
" <td>8.185000</td>\n",
" <td>5.734000</td>\n",
" <td>4.381000</td>\n",
" <td>5.046000</td>\n",
" <td>105.8182</td>\n",
" <td>62.898</td>\n",
" <td>59.274</td>\n",
" <td>3.760</td>\n",
" <td>6682925.0</td>\n",
" <td>41.379413</td>\n",
" <td>9012715.0</td>\n",
" <td>55.805034</td>\n",
" <td>454722.0</td>\n",
" <td>2.815553</td>\n",
" <td>79.195304</td>\n",
" <td>2.336070</td>\n",
" <td>16150362.0</td>\n",
" <td>10934441.0</td>\n",
" <td>67.704</td>\n",
" <td>5215921.0</td>\n",
" <td>32.296</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>158 rows × 62 columns</p>\n",
"</div>"
],
"text/plain": [
"Series Code BX.KLT.DINV.WD.GD.ZS ... SP.URB.TOTL.IN.ZS\n",
"Country Code ... \n",
"AFG 0.480710 ... 25.020\n",
"ALB 8.786734 ... 58.421\n",
"ARE 2.516687 ... 85.965\n",
"ARG 0.587564 ... 91.627\n",
"ARM 3.206058 ... 63.082\n",
"... ... ... ...\n",
"WSM 0.321023 ... 18.681\n",
"YEM -3.080162 ... 35.394\n",
"ZAF 0.749015 ... 65.341\n",
"ZMB 3.163072 ... 42.438\n",
"ZWE 2.063867 ... 32.296\n",
"\n",
"[158 rows x 62 columns]"
]
},
"metadata": {},
"execution_count": 8
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "FADyEDYhMgOQ",
"outputId": "3b75848b-2283-4548-f79f-d6d5a9af943c"
},
"source": [
"long[long[\"Series Code\"].isin(filtered_wide.columns)][\"Series Name\"].drop_duplicates()[:30]"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0 Access to electricity (% of population)\n",
"1 Adolescent fertility rate (births per 1,000 wo...\n",
"2 Age dependency ratio (% of working-age populat...\n",
"10 Contributing family workers, female (% of fema...\n",
"11 Contributing family workers, male (% of male e...\n",
"12 Contributing family workers, total (% of total...\n",
"25 Employers, female (% of female employment) (mo...\n",
"26 Employers, male (% of male employment) (modele...\n",
"27 Employers, total (% of total employment) (mode...\n",
"28 Employment in agriculture (% of total employme...\n",
"29 Employment in agriculture, female (% of female...\n",
"30 Employment in agriculture, male (% of male emp...\n",
"31 Employment in industry (% of total employment)...\n",
"32 Employment in industry, female (% of female em...\n",
"33 Employment in industry, male (% of male employ...\n",
"34 Employment in services (% of total employment)...\n",
"35 Employment in services, female (% of female em...\n",
"36 Employment in services, male (% of male employ...\n",
"41 Fertility rate, total (births per woman)\n",
"43 Foreign direct investment, net inflows (% of GDP)\n",
"46 GDP growth (annual %)\n",
"58 Individuals using the Internet (% of population)\n",
"65 Labor force participation rate, female (% of f...\n",
"66 Labor force participation rate, male (% of mal...\n",
"67 Labor force participation rate, total (% of to...\n",
"77 Labor force, total\n",
"78 Life expectancy at birth, female (years)\n",
"79 Life expectancy at birth, male (years)\n",
"91 Mobile cellular subscriptions (per 100 people)\n",
"95 Own-account workers, female (% of female emplo...\n",
"Name: Series Name, dtype: object"
]
},
"metadata": {},
"execution_count": 9
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "xFx_WNtWJH1R"
},
"source": [
"pca = PCA(3)\n",
"pca_transformed = pca.fit_transform(filtered_wide)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 415
},
"id": "fUwGCLhUJKBL",
"outputId": "70d0a543-8980-4bd2-bed0-f4369e9837c4"
},
"source": [
"plt.figure(figsize=(17, 6))\n",
"plt.subplot(131)\n",
"plt.scatter(pca_transformed[:,0], pca_transformed[:,1])\n",
"\n",
"plt.subplot(132)\n",
"plt.scatter(pca_transformed[:,0], pca_transformed[:,2])\n",
"\n",
"plt.subplot(133)\n",
"plt.scatter(pca_transformed[:,1], pca_transformed[:,2])"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7ff9e5a52610>"
]
},
"metadata": {},
"execution_count": 11
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1224x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "kA5m28aLJKZv"
},
"source": [
"filtered_scaled_wide = (filtered_wide - filtered_wide.mean())/filtered_wide.std()"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "yHN8T-ZoJhtj"
},
"source": [
"pca = PCA(3)\n",
"pca_transformed = pca.fit_transform(filtered_scaled_wide)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 391
},
"id": "ULehLN0wJh_k",
"outputId": "b1fd9ad5-8525-49e6-b1cc-81b2380734de"
},
"source": [
"plt.figure(figsize=(17, 6))\n",
"plt.subplot(131)\n",
"plt.scatter(pca_transformed[:,0], pca_transformed[:,1])\n",
"\n",
"plt.subplot(132)\n",
"plt.scatter(pca_transformed[:,0], pca_transformed[:,2])\n",
"\n",
"plt.subplot(133)\n",
"plt.scatter(pca_transformed[:,1], pca_transformed[:,2])"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7ff9e589cb50>"
]
},
"metadata": {},
"execution_count": 14
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1224x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Ytd5etr9qFQG",
"outputId": "a3653c34-7834-4342-dafe-a6080e7afa1c"
},
"source": [
"#Coefficients\n",
"pca.components_[1][abs(pca.components_[1]).argsort()[::-1]]"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"array([ 0.33763442, 0.3367507 , 0.33672968, 0.33609285, 0.32863095,\n",
" 0.32635215, 0.31778207, 0.31732166, -0.12075835, -0.1207048 ,\n",
" -0.11276764, -0.11217139, -0.10855948, -0.10059145, 0.06996052,\n",
" -0.06874212, 0.06615741, 0.06065932, -0.06045696, -0.05745751,\n",
" -0.05725861, 0.05555325, 0.0543866 , 0.05010841, 0.04718309,\n",
" -0.04680294, 0.03911873, -0.03877924, 0.03872902, -0.03458033,\n",
" -0.03331259, 0.03147697, 0.02163999, -0.02108435, 0.01959383,\n",
" -0.01818181, 0.01745559, 0.01708852, -0.01667367, 0.01552837,\n",
" 0.01491217, -0.01295152, 0.01293582, 0.01282131, 0.01273681,\n",
" 0.01225864, 0.01167264, -0.01135923, 0.01135923, -0.01080611,\n",
" 0.01080611, 0.01040203, -0.00990515, 0.00990515, 0.00960637,\n",
" -0.00960637, -0.00571485, 0.0046303 , 0.00462729, 0.00443809,\n",
" -0.00364537, 0.00173457])"
]
},
"metadata": {},
"execution_count": 15
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "MxC7lkxuqT7n",
"outputId": "3fb11da1-9cb5-452b-cbd8-139c9635e832"
},
"source": [
"#Names of the features with large coefficient\n",
"[long[long[\"Series Code\"]==i][\"Series Name\"].values[0] for i in wide.columns[abs(pca.components_[1]).argsort()[::-1]][:10]]"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"['Agriculture, value added (annual % growth)',\n",
" 'Industry, value added (annual % growth)',\n",
" 'New businesses registered (number)',\n",
" 'CPIA policies for social inclusion/equity cluster average (1=low to 6=high)',\n",
" 'GDP per capita (constant 2005 US$)',\n",
" 'Manufacturing, value added (constant 2005 US$)',\n",
" 'Industry, value added (% of GDP)',\n",
" 'Imports of goods and services (% of GDP)',\n",
" 'Fixed broadband Internet subscribers (per 100 people)',\n",
" 'Exports of goods and services (annual % growth)']"
]
},
"metadata": {},
"execution_count": 16
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "I4B4V3K3mO9a"
},
"source": [
"#### 3."
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 282
},
"id": "OZ8GFQ9sJjW3",
"outputId": "12991f56-6f6d-403f-85ca-1570a808809e"
},
"source": [
"tsne = TSNE()\n",
"ts_transformed = tsne.fit_transform(filtered_scaled_wide)\n",
"plt.scatter(ts_transformed[:,0], ts_transformed[:,1])"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7ff9dc589190>"
]
},
"metadata": {},
"execution_count": 21
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "3c21eF38JpVl"
},
"source": [
"countries = filtered_scaled_wide.index.tolist()"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "3hmF8eRRJquV"
},
"source": [
"def my_plot(x, y, countries, hl=['HUN', 'GRC', 'RUS', \"CHN\"]):\n",
" sc = plt.scatter(x, y)\n",
" for idx, c in enumerate(countries):\n",
" if c in hl:\n",
" plt.text(x[idx], y[idx], c, fontsize=15)\n",
" #Make color same as the previous point (for more clusters in KMeans)\n",
" color = sc.get_facecolor()\n",
" plt.scatter([x[idx]],[y[idx]], c=color, s=150)\n",
" else:\n",
" plt.text(x[idx], y[idx], c, fontsize=8)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 700
},
"id": "uZjg8MW9eUwD",
"outputId": "0474f9dc-c713-4279-d7cb-82b2fb27b8c1"
},
"source": [
"plt.figure(figsize=(16, 12))\n",
"my_plot(ts_transformed[:,0], ts_transformed[:,1], countries)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "SgtljSY9f4EJ"
},
"source": [
"#### 5."
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "YRQHCJkzKHAT",
"outputId": "1aee0ae7-c547-4c05-bb2e-84f5fe6610a2"
},
"source": [
"sns.clustermap(filtered_scaled_wide, col_cluster=False, figsize=(10, 45))"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.7/dist-packages/seaborn/matrix.py:649: UserWarning: Clustering large matrix with scipy. Installing `fastcluster` may give better performance.\n",
" warnings.warn(msg)\n"
]
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<seaborn.matrix.ClusterGrid at 0x7f03350a0a90>"
]
},
"metadata": {},
"execution_count": 78
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x3240 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 700
},
"id": "baLCytvKLALP",
"outputId": "31f04451-563e-4ce7-df06-e2e6b111a239"
},
"source": [
"kmeans = KMeans(4)\n",
"km_transformed = kmeans.fit_transform(filtered_scaled_wide)\n",
"labels=kmeans.labels_\n",
"plt.figure(figsize=(16, 12))\n",
"for l in np.unique(labels):\n",
" my_plot(km_transformed[:,0][l==labels], km_transformed[:,1][l==labels], np.array(countries)[l==labels])"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "BciTOnAJfQ-b"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}
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