diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..9e774fa --- /dev/null +++ b/.gitignore @@ -0,0 +1,3 @@ +__pycache__/ +dataset/* +output/* \ No newline at end of file diff --git a/Music Popularity Analysis.pdf b/Music Popularity Analysis.pdf new file mode 100644 index 0000000..3d4c6cf Binary files /dev/null and b/Music Popularity Analysis.pdf differ diff --git a/data_analysis_helpers.py b/data_analysis_helpers.py new file mode 100644 index 0000000..2704509 --- /dev/null +++ b/data_analysis_helpers.py @@ -0,0 +1,88 @@ +import pandas as pd +import seaborn as sns +import matplotlib.pyplot as plt +# Expected to be used with the parameter na_values of the method pd.read_csv +def na_values(exclude=[]): + # Default values defined in doc: https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.read_csv.html + na_values = [" ", "#N/A", "#N/A N/A", "#NA", "-1.#IND", "-1.#QNAN", "-NaN", "-nan", "1.#IND", "1.#QNAN", "", "N/A", "NA", "NULL", "NaN", "None", "n/a", "nan", "null"] + for v in exclude: + na_values.remove(v) + return na_values + +def cleanColNames(df, ncol={}): + df.columns = [ncol[column] if (column in ncol) else (column.lower().replace(" ", "_")) for column in df.columns] + return df + +def getNullValues(df, onlyEmpty=False): + tmp_df = df.isna().sum() + return tmp_df[tmp_df>0] if onlyEmpty else tmp_df + +def cleanNullRows(df): + return df.dropna(axis=0, how="all") + +def getDuplicated(df): + return df.duplicated().sum() + +def cleanDuplicated(df, keep="first"): + df.drop_duplicates(keep=keep, inplace=True) + df.reset_index(inplace=True) + return df + +def getFrequencyTable(df, column): + return pd.concat([df[column].value_counts(), df[column].value_counts(normalize=True).round(2)], axis=1) + +# TODO: Call show in the notebook, function only calculate and return values +def analyze_cat_values(df, column, chart_size=False, ax_labels = False, ay_labels = False): + print(f"Proportion table for {column}: ") + frequency_table = getFrequencyTable(df, column) + display(frequency_table) + + if len(df[column].unique()) <= 2: # If it is binary draw a pie plot + chart_size = chart_size if chart_size else (6,6) + plt.figure(figsize=chart_size) + labels = ax_labels if ax_labels else frequency_table.index + plt.pie(frequency_table["proportion"], labels=labels, autopct='%1.1f%%') + plt.title(f'Proportion of values for the feature {column}') + else: # else draw a barchart + chart_size = chart_size if chart_size else (6,3) + plt.figure(figsize=chart_size) + ax = sns.barplot(y=frequency_table["count"], x=frequency_table.index, data=frequency_table, legend=False); + plt.title(f'Proportion of values for the feature {column}') + if ax_labels: + ax.set_xticklabels(ax_labels, rotation=0) + if ay_labels: + ax.set_xticklabels(ay_labels, rotation=0) + + plt.show(); + +# TODO: Call print and show in the notebook, function only calculate and return values +def analyze_num_values(df, column, ax_labels = False, ay_labels = False): + print(f"Statistic values for {column}:") + print("Count:\t\t", df[column].count()) + print("AVG:\t\t", df[column].mean()) + print("Min:\t\t", df[column].min()) + print("Quantile 25:\t", df[column].quantile(0.25)) + print("Quantile 50:\t", df[column].quantile(0.5)) + print("Quantile 75:\t", df[column].quantile(0.75)) + print("Max:\t\t", df[column].max()) + print("Mode:\t\t", list(df[column].mode())) + print("Variance:\t", df[column].var()) + print("STD:\t\t", df[column].std()) + print("Skewness:\t", df[column].skew()) + print("Kurtosis:\t", df[column].kurt()) + + plt.figure(figsize=(10,5)) + plot = sns.histplot(df[column], bins=100) + if ax_labels: + ax.set_xticklabels(ax_labels, rotation=0) + if ay_labels: + ax.set_xticklabels(ay_labels, rotation=0) + #plot.set(yscale='log') + + plt.show(); + +def isChisquareStrong(chi2_pvalue): + return float(chi2_pvalue) < 0.05 + +def getCramervRelation(cramer_v): + return ["Negligible", "Weak", "Moderate", "Strong", "Very Strong"][int(cramer_v*10)] \ No newline at end of file diff --git a/spotify_songs_questions.sql b/spotify_songs_questions.sql new file mode 100644 index 0000000..0fa2b12 --- /dev/null +++ b/spotify_songs_questions.sql @@ -0,0 +1,98 @@ +-- Database is not included in the GitHub repo (due to file size restrictions) +-- To execute this query database must be generated by executing all the cells in w3-project.ipynb + + +-- 1. How do song properties affects their popularity? +-- Answered in the Bivariate Analysis + +-- 2. How popular are acoustic songs compared to the AVG? +-- Assuming instrumental is an acousticness of 0.9 or more +SELECT (SELECT AVG(popularity) as popularity FROM songs WHERE acousticness >= 0.9) AS acoustic_popularity , + (SELECT AVG(popularity) as popularity FROM songs) AS avg_popularity; + +-- 3. How popular are instrumental songs compared to the AVG? +-- Assuming instrumental is an instrumentalness of 0.9 or more +SELECT (SELECT AVG(popularity) as popularity FROM songs WHERE instrumentalness >= 0.9) AS instrumental_popularity , + (SELECT AVG(popularity) as popularity FROM songs) AS avg_popularity; + +-- 4. How popular are live songs compared to the AVG? +-- Assuming instrumental is an liveness of 0.9 or more +SELECT (SELECT AVG(popularity) as popularity FROM songs WHERE liveness >= 0.9) AS live_popularity , + (SELECT AVG(popularity) as popularity FROM songs) AS avg_popularity; + +-- 5. What are the most popular songs? +SELECT name, artists, AVG(popularity) as avg_popularity +FROM songs +GROUP BY spotify_id +ORDER BY avg_popularity DESC, continent DESC +LIMIT 5; + +-- 6. What are the 5 most popular songs in Europe +SELECT continent, name, artists, AVG(popularity) as avg_popularity +FROM songs +WHERE continent = "EU" +GROUP BY spotify_id, continent +ORDER BY avg_popularity DESC, continent DESC +LIMIT 5; + +-- 7. What are the most popular songs songs per continent? +SELECT s.continent, s.name, s.artists, MAX(s.avg_popularity) as popularity +FROM ( + SELECT s1.spotify_id, s1.name, s1.artists, AVG(s1.popularity) as avg_popularity, s1.continent + FROM songs as s1 + GROUP BY s1.spotify_id, s1.continent) as s +GROUP BY s.continent; + +-- 8. What are the 5 most popular artist? +SELECT artists, AVG(popularity) as avg_popularity +FROM songs +GROUP BY artists +ORDER BY avg_popularity DESC +LIMIT 5; + +-- 9. What are the properties of the songs of the most popular artists? +SELECT ("duration_ms" / 60000) as duration_min, "is_explicit", "danceability", "energy", "key", "loudness", "mode", "speechiness", "acousticness", "instrumentalness", "liveness", "valence", "tempo", "time_signature" +FROM songs WHERE artists = ( + SELECT s2.artists + FROM songs as s2 + GROUP BY s2.artists + ORDER BY AVG(s2.popularity) DESC + LIMIT 1 +) GROUP BY spotify_id; + +-- 10. How does song properties evolve across the time? (properties vs release date) +-- Leaving only the measures than can be calculated (exclude: is_explicit, mode, key, tempo) +SELECT strftime('%Y', datetime("album_release_date")) as year, + (AVG("duration_ms") / 60000) as "avg_duration_min", + AVG("danceability") as "avg_danceability", + AVG("energy") as "avg_energy", + AVG("loudness") as "avg_loudness", + AVG("speechiness") as "avg_speechiness", + AVG("acousticness") as "avg_acousticness", + AVG("instrumentalness") as "avg_instrumentalness", + AVG("liveness") as "avg_liveness", + AVG("valence") as "avg_valence", + AVG("tempo") as "avg_tempo" +FROM songs +GROUP BY year +ORDER BY year ASC; + +-- 11. How does the time impact popularity? (popularity vs release date) +SELECT strftime('%Y', datetime("snapshot_date")) as pop_year, strftime('%Y', datetime("album_release_date")) as release_year, AVG(popularity) as popularity +FROM songs +GROUP BY pop_year, release_year +ORDER BY pop_year ASC, release_year ASC; + +-- 12. How many albums were released by the most popular artists? +SELECT s2.artists, count(DISTINCT s2.album_name) as album +FROM songs as s2 +WHERE artists IN ( + SELECT s1.artists FROM songs as s1 GROUP BY s1.artists ORDER BY AVG(s1.popularity) DESC LIMIT 5 +) GROUP BY s2.artists; + +-- 13. When was the release of the first album of the most popular artist? +SELECT s2.artists, s2.album_name, strftime('%Y', datetime(MIN("album_release_date"))) as release_year +FROM songs as s2 +WHERE artists IN ( + SELECT s1.artists FROM songs as s1 GROUP BY s1.artists ORDER BY AVG(s1.popularity) DESC LIMIT 5 +) GROUP BY s2.artists; diff --git a/w3-project.ipynb b/w3-project.ipynb new file mode 100644 index 0000000..9f3d0fc --- /dev/null +++ b/w3-project.ipynb @@ -0,0 +1,6878 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "8823efb5", + "metadata": {}, + "outputs": [], + "source": [ + "# Import dependencies\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from scipy.stats import chi2_contingency\n", + "from scipy.stats.contingency import association\n", + "import statsmodels.api as sm\n", + "import sqlite3\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "from data_analysis_helpers import *" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9c78747f", + "metadata": {}, + "outputs": [], + "source": [ + "%config Inlinebackend.figure_format= 'retina'" + ] + }, + { + "cell_type": "markdown", + "id": "05d49b76", + "metadata": {}, + "source": [ + "# IronHack Business Challenge: EDA and SQL\n", + "\n", + "## What do I want to analyise?\n", + "1. How do song properties affects their popularity? (Answered in bivariate analysis)\n", + "2. How popular are acoustic songs compared to the AVG? \n", + "3. How popular are instrumental songs compared to the AVG?\n", + "4. How popular are live songs compared to the AVG?\n", + "5. What are the most popular songs?\n", + "6. What are the 5 most popular songs in Europe\n", + "7. What are the most popular songs songs per continent?\n", + "8. What are the 5 most popular artist?\n", + "9. What are the properties of the songs of the most popular artists?\n", + "10. How does song properties evolve across the time? (properties vs release date)\n", + "11. How does the time impact popularity? (popularity vs release date)\n", + "12. How many albums were released by the most popular artists?\n", + "13. When was the release of the first album of the most popular artist?" + ] + }, + { + "cell_type": "markdown", + "id": "77a0b35a", + "metadata": {}, + "source": [ + "## Datasets used " + ] + }, + { + "cell_type": "markdown", + "id": "36927edb", + "metadata": {}, + "source": [ + "### Top Spotify Songs in 73 Countries (Daily Updated)\n", + "This dataset contains the Daily top 50 songs on Spotify. The data is updated daily and includes various features such as song duration, artist details, album information, and song popularity.\n", + "\n", + "Download from: https://www.kaggle.com/datasets/asaniczka/top-spotify-songs-in-73-countries-daily-updated\n", + " \\\n", + " \\\n", + " \\\n", + "**NOTE:** \\\n", + "DataSet is not included in the GitHub repository (due to file size restrictions). \\\n", + "In order to execute the cells bellow the dataset needs to be downloaded from source and store as `\"./dataset/universal_top_spotify_songs.csv\"` " + ] + }, + { + "cell_type": "markdown", + "id": "b2557d0e", + "metadata": {}, + "source": [ + "#### Features:" + ] + }, + { + "cell_type": "markdown", + "id": "3d7de2cb", + "metadata": {}, + "source": [ + "- **spotify_id**: The unique identifier for the song in the Spotify database. (type: str)\n", + "- **name**: The title of the song. (type: str)\n", + "- **artist**: The name(s) of the artist(s) associated with the song. Do split(', ') to convert to a list (type: str)\n", + "- **daily_rank**: The daily rank of the song in the top 50 list. (type: int)\n", + "- **daily_movement**: The change in rankings compared to the previous day. (type: int)\n", + "- **weekly_movement**: The change in rankings compared to the previous week. (type: int)\n", + "- **country**: The ISO code of the country of the Top 50 Playlist. If Null, then the playlist if 'Global Top 50'. (type: str)\n", + "- **popularity**: A measure of the song's current popularity on Spotify. (type: int)\n", + "- **is_explicit**: Indicates whether the song contains explicit lyrics. (type: bool)\n", + "- **duration_ms**: The duration of the song in milliseconds. (type: int)\n", + "- **album_name**: The title of the album the song belongs to. (type: str)\n", + "- **album_release_date**: The release date of the album the song belongs to. (type: str)\n", + "- **danceability**: A measure of how suitable the song is for dancing based on various musical elements. (type: float)\n", + "- **energy**: A measure of the intensity and activity level of the song. (type: float)\n", + "- **key**: The key of the song. (type: int)\n", + "- **mode**: Indicates whether the song is in a major or minor key. (type: int)\n", + "- **speechiness**: A measure of the presence of spoken words in the song. (type: float)\n", + "- **acousticness**: A measure of the acoustic quality of the song. (type: float)\n", + "- **instrumentalness**: A measure of the likelihood that the song does not contain vocals. (type: float)\n", + "- **liveness**: A measure of the presence of a live audience in the recording. (type: float)\n", + "- **valence**: A measure of the musical positiveness conveyed by the song. (type: float)\n", + "- **tempo**: The tempo of the song in beats per minute. (type: float)\n", + "- **time_signature**: The estimated overall time signature of the song. (type: int)" + ] + }, + { + "cell_type": "markdown", + "id": "316a42d8", + "metadata": {}, + "source": [ + "#### Data Preview" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "97cf0b33", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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spotify_idnameartistsdaily_rankdaily_movementweekly_movementcountrysnapshot_datepopularityis_explicit...keyloudnessmodespeechinessacousticnessinstrumentalnesslivenessvalencetempotime_signature
02RkZ5LkEzeHGRsmDqKwmaJOrdinaryAlex Warren101NaN2025-05-1893False...2-6.14110.06000.70400.0000070.0550.391168.1153
17so0lgd0zP2Sbgs2d7a1SZDie With A SmileLady Gaga, Bruno Mars20-1NaN2025-05-1892False...6-7.72700.03170.28900.0000000.1260.498157.9643
26dOtVTDdiauQNBQEDOtlABBIRDS OF A FEATHERBillie Eilish300NaN2025-05-18100False...2-10.17110.03580.20000.0608000.1170.438104.9784
34wJ5Qq0jBN4ajy7ouZIV1cAPT.ROSÉ, Bruno Mars420NaN2025-05-1890False...0-4.47700.26000.02830.0000000.3550.939149.0274
46iOndD4OFo7GkaDypWQIouLa Plena - W Sound 05W Sound, Beéle, Ovy On The Drums5-11NaN2025-05-1894True...5-3.48510.13200.54300.0009840.1010.65999.0394
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" + ], + "text/plain": [ + " spotify_id name \\\n", + "0 2RkZ5LkEzeHGRsmDqKwmaJ Ordinary \n", + "1 7so0lgd0zP2Sbgs2d7a1SZ Die With A Smile \n", + "2 6dOtVTDdiauQNBQEDOtlAB BIRDS OF A FEATHER \n", + "3 4wJ5Qq0jBN4ajy7ouZIV1c APT. \n", + "4 6iOndD4OFo7GkaDypWQIou La Plena - W Sound 05 \n", + "\n", + " artists daily_rank daily_movement \\\n", + "0 Alex Warren 1 0 \n", + "1 Lady Gaga, Bruno Mars 2 0 \n", + "2 Billie Eilish 3 0 \n", + "3 ROSÉ, Bruno Mars 4 2 \n", + "4 W Sound, Beéle, Ovy On The Drums 5 -1 \n", + "\n", + " weekly_movement country snapshot_date popularity is_explicit ... key \\\n", + "0 1 NaN 2025-05-18 93 False ... 2 \n", + "1 -1 NaN 2025-05-18 92 False ... 6 \n", + "2 0 NaN 2025-05-18 100 False ... 2 \n", + "3 0 NaN 2025-05-18 90 False ... 0 \n", + "4 1 NaN 2025-05-18 94 True ... 5 \n", + "\n", + " loudness mode speechiness acousticness instrumentalness liveness \\\n", + "0 -6.141 1 0.0600 0.7040 0.000007 0.055 \n", + "1 -7.727 0 0.0317 0.2890 0.000000 0.126 \n", + "2 -10.171 1 0.0358 0.2000 0.060800 0.117 \n", + "3 -4.477 0 0.2600 0.0283 0.000000 0.355 \n", + "4 -3.485 1 0.1320 0.5430 0.000984 0.101 \n", + "\n", + " valence tempo time_signature \n", + "0 0.391 168.115 3 \n", + "1 0.498 157.964 3 \n", + "2 0.438 104.978 4 \n", + "3 0.939 149.027 4 \n", + "4 0.659 99.039 4 \n", + "\n", + "[5 rows x 25 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# I had to customize the NA filter for country and name since:\n", + "# NA is Namibia in Country\n", + "# There are also album albums and artists called NA or null\n", + "songs_df = pd.read_csv(\"./dataset/universal_top_spotify_songs.csv\", na_values = {\"country\":na_values(exclude=[\"NA\"])}) \n", + "songs_df.head()" + ] + }, + { + "cell_type": "markdown", + "id": "7ee07127", + "metadata": {}, + "source": [ + "#### Notes:\n", + "- There were 27708 rows without country due a Pandas conversion of NA (code for North America) into a isna value. Fixed by excluding this value on the NA conversion during import." + ] + }, + { + "cell_type": "markdown", + "id": "6d8a1b73", + "metadata": {}, + "source": [ + "### Country and Continent Codes List\n", + "\n", + "This dataset contains a relation between continents and country codes.\n", + "\n", + "Download From: https://gist.github.com/stevewithington/20a69c0b6d2ff846ea5d35e5fc47f26c\n", + " \\\n", + " \\\n", + " \\\n", + "**NOTE:** \\\n", + "DataSet is not included in the GitHub repository. \\\n", + "In order to execute the cells bellow the dataset needs to be downloaded from source and store as `\"./dataset/country-and-continent-codes-list-csv.csv\"` " + ] + }, + { + "cell_type": "markdown", + "id": "bc3f4899", + "metadata": {}, + "source": [ + "#### Features:" + ] + }, + { + "cell_type": "markdown", + "id": "4abcd469", + "metadata": {}, + "source": [ + "- **Continent_Name**: Name of the Continent (type: str)\n", + "- **Continent_Code**: ISO code of the continent (type: str)\n", + "- **Country_Name**: Name of the Country (type: str)\n", + "- **Two_Letter_Country_Code**: ISO code of the country (ISO 3166-1 A-2) (type: str)\n", + "- **Three_Letter_Country_Code**: ISO code of the country (ISO 3166-1 A-3) (type: str)\n", + "- **Country_Number**: ISO country number (ISO 3166-1 Num) (type: int)" + ] + }, + { + "cell_type": "markdown", + "id": "8b769f10", + "metadata": {}, + "source": [ + "#### Data Preview" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b9add1d7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Continent_NameContinent_CodeCountry_NameTwo_Letter_Country_CodeThree_Letter_Country_CodeCountry_Number
0AsiaASAfghanistan, Islamic Republic ofAFAFG4
1EuropeEUAlbania, Republic ofALALB8
2AntarcticaANAntarctica (the territory South of 60 deg S)AQATA10
3AfricaAFAlgeria, People's Democratic Republic ofDZDZA12
4OceaniaOCAmerican SamoaASASM16
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" + ], + "text/plain": [ + " Continent_Name Continent_Code Country_Name \\\n", + "0 Asia AS Afghanistan, Islamic Republic of \n", + "1 Europe EU Albania, Republic of \n", + "2 Antarctica AN Antarctica (the territory South of 60 deg S) \n", + "3 Africa AF Algeria, People's Democratic Republic of \n", + "4 Oceania OC American Samoa \n", + "\n", + " Two_Letter_Country_Code Three_Letter_Country_Code Country_Number \n", + "0 AF AFG 4 \n", + "1 AL ALB 8 \n", + "2 AQ ATA 10 \n", + "3 DZ DZA 12 \n", + "4 AS ASM 16 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "countries_df = pd.read_csv(\"./dataset/country-and-continent-codes-list-csv.csv\", na_filter = False)\n", + "countries_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "16e1cba6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countryContinent_Code
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [country, Continent_Code]\n", + "Index: []" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# As I want to use continent for goruping data instead of country, I'll assing the correct continent to ecach country\n", + "songs_df = songs_df.merge(countries_df[[\"Continent_Code\", \"Two_Letter_Country_Code\"]].set_index(\"Two_Letter_Country_Code\"), how=\"inner\", left_on=\"country\", right_index=True)\n", + "# To validate the country was assigned\n", + "songs_df.loc[(songs_df[\"country\"].isna() == False) & (songs_df[\"Continent_Code\"].isna() == True), [\"country\", \"Continent_Code\"]] # This should be empty" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2a98873a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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5173MJ65QLIfsU2GyCt5KQ3aUzizwa Kanjan (feat. GL_Ceejay)Jazzworx, MaWhoo, Thukuthela, GL_Ceejay2-10ZA2025-05-1868False...-11.19010.05180.582000.3710000.11000.560118.0554AF
524nP3JxLWurlrvollaDlxsJMaliDlala Thukzin, Zee Nxumalo, SYKES308ZA2025-05-1862False...-7.79900.05180.006060.0032900.05260.291118.0504AF
532Ufc72Ojfx9lR30r5srBPBSdudla or SlenderShandesh, Mvzzle42-1ZA2025-05-1869False...-10.33010.06620.091500.0004320.04250.815127.0524AF
5424fRfn3FOM4xk02aE4wiefVuka (feat. Thukuthela)Oscar Mbo, Jazzworx, Thukuthela5-11ZA2025-05-1869False...-10.96500.04660.175000.1980000.10500.524118.0064AF
..................................................................
20239140AYt6NMyyLd0rLuvr0UkMHSlime You Out (feat. SZA)Drake, SZA4640AE2023-10-1884True...-9.24300.05020.508000.0000000.25900.10588.8803AS
20239152Gk6fi0dqt91NKvlzGsmm7SAY MY GRACE (feat. Travis Scott)Offset, Travis Scott4730AE2023-10-1880True...-5.06010.04520.058500.0000000.13200.476121.8794AS
202391626b3oVLrRUaaybJulow9kzPeopleLibianca4820AE2023-10-1888False...-7.62100.06780.551000.0000130.10200.693124.3575AS
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Travis Scott) \n", + "2023916 26b3oVLrRUaaybJulow9kz People \n", + "2023917 5ydjxBSUIDn26MFzU3asP4 Rainy Days \n", + "2023918 59NraMJsLaMCVtwXTSia8i Prada \n", + "\n", + " artists daily_rank daily_movement \\\n", + "50 CIZA, Jazzworx, Thukuthela 1 1 \n", + "51 Jazzworx, MaWhoo, Thukuthela, GL_Ceejay 2 -1 \n", + "52 Dlala Thukzin, Zee Nxumalo, SYKES 3 0 \n", + "53 Shandesh, Mvzzle 4 2 \n", + "54 Oscar Mbo, Jazzworx, Thukuthela 5 -1 \n", + "... ... ... ... \n", + "2023914 Drake, SZA 46 4 \n", + "2023915 Offset, Travis Scott 47 3 \n", + "2023916 Libianca 48 2 \n", + "2023917 V 49 1 \n", + "2023918 cassö, RAYE, D-Block Europe 50 0 \n", + "\n", + " weekly_movement country snapshot_date popularity is_explicit ... \\\n", + "50 0 ZA 2025-05-18 72 False ... \n", + "51 0 ZA 2025-05-18 68 False ... \n", + "52 8 ZA 2025-05-18 62 False ... \n", + "53 -1 ZA 2025-05-18 69 False ... \n", + "54 1 ZA 2025-05-18 69 False ... \n", + "... ... ... ... ... ... ... \n", + "2023914 0 AE 2023-10-18 84 True ... \n", + "2023915 0 AE 2023-10-18 80 True ... \n", + "2023916 0 AE 2023-10-18 88 False ... \n", + "2023917 0 AE 2023-10-18 88 False ... \n", + "2023918 0 AE 2023-10-18 94 True ... \n", + "\n", + " loudness mode speechiness acousticness instrumentalness liveness \\\n", + "50 -9.070 0 0.0566 0.29200 0.279000 0.2120 \n", + "51 -11.190 1 0.0518 0.58200 0.371000 0.1100 \n", + "52 -7.799 0 0.0518 0.00606 0.003290 0.0526 \n", + "53 -10.330 1 0.0662 0.09150 0.000432 0.0425 \n", + "54 -10.965 0 0.0466 0.17500 0.198000 0.1050 \n", + "... ... ... ... ... ... ... \n", + "2023914 -9.243 0 0.0502 0.50800 0.000000 0.2590 \n", + "2023915 -5.060 1 0.0452 0.05850 0.000000 0.1320 \n", + "2023916 -7.621 0 0.0678 0.55100 0.000013 0.1020 \n", + "2023917 -8.016 0 0.0875 0.73900 0.000000 0.1480 \n", + "2023918 -5.804 1 0.0375 0.00100 0.000002 0.1130 \n", + "\n", + " valence tempo time_signature Continent_Code \n", + "50 0.752 176.762 3 AF \n", + "51 0.560 118.055 4 AF \n", + "52 0.291 118.050 4 AF \n", + "53 0.815 127.052 4 AF \n", + "54 0.524 118.006 4 AF \n", + "... ... ... ... ... \n", + "2023914 0.105 88.880 3 AS \n", + "2023915 0.476 121.879 4 AS \n", + "2023916 0.693 124.357 5 AS \n", + "2023917 0.282 74.828 4 AS \n", + "2023918 0.422 141.904 4 AS \n", + "\n", + "[2052083 rows x 26 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(songs_df)" + ] + }, + { + "cell_type": "markdown", + "id": "eb988f84", + "metadata": {}, + "source": [ + "#### Notes:\n", + "- As with country in the previous dataset I had issues importing this one due NA strings being valid values (Nambidia for countries and North America for contrinents) so after manually reviewing the data set I saw it was safe to import turning of the pandas na_filter." + ] + }, + { + "cell_type": "markdown", + "id": "b53e6f5d", + "metadata": {}, + "source": [ + "## Exploratory Data Analysis\n", + "- Understanding dataset dimensions (num rows and characteristics)\n", + "- Review columns and standarize Column names (and rename if needed)\n", + "- Identify type of data (Nominal/Ordinal)\n", + "\n", + "\n", + "\n", + "\n", + "\\*This step is #DataCleaning but it is more convenient to do it here for the app flow" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "593737e4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The data set has a total of 2052083 rows and 26 characteristics\n", + "\n", + "How many unique songs are there in the data?: 23898/2052083 (1.16%)\n", + "\n", + "\n", + "Features available in dataset:\n", + " ['spotify_id', 'name', 'artists', 'daily_rank', 'daily_movement', 'weekly_movement', 'country', 'snapshot_date', 'popularity', 'is_explicit', 'duration_ms', 'album_name', 'album_release_date', 'danceability', 'energy', 'key', 'loudness', 'mode', 'speechiness', 'acousticness', 'instrumentalness', 'liveness', 'valence', 'tempo', 'time_signature', 'Continent_Code']\n", + "Features names after cleaning:\n", + " ['spotify_id', 'name', 'artists', 'daily_rank', 'daily_movement', 'weekly_movement', 'country', 'snapshot_date', 'popularity', 'is_explicit', 'duration_ms', 'album_name', 'album_release_date', 'danceability', 'energy', 'key', 'loudness', 'mode', 'speechiness', 'acousticness', 'instrumentalness', 'liveness', 'valence', 'tempo', 'time_signature', 'continent']\n", + "\n", + "\n", + "The data has 17 numerical features:\n", + " ['daily_rank', 'daily_movement', 'weekly_movement', 'popularity', 'duration_ms', 'danceability', 'energy', 'key', 'loudness', 'mode', 'speechiness', 'acousticness', 'instrumentalness', 'liveness', 'valence', 'tempo', 'time_signature']\n", + "The data has 9 categorical features:\n", + " ['spotify_id', 'name', 'artists', 'country', 'snapshot_date', 'is_explicit', 'album_name', 'album_release_date', 'continent']\n" + ] + } + ], + "source": [ + "# Total number of rows and columns\n", + "data_shape = songs_df.shape\n", + "print(f\"The data set has a total of {data_shape[0]} rows and {data_shape[1]} characteristics\")\n", + "\n", + "# Number of unique songs\n", + "num_songs = songs_df[\"spotify_id\"].unique().size\n", + "print(f\"\\nHow many unique songs are there in the data?: {num_songs}/{data_shape[0]} ({num_songs/data_shape[0] * 100:.2f}%)\")\n", + "\n", + "# Review and normalize columns #DataCleaning\n", + "print(\"\\n\\nFeatures available in dataset:\\n\", list(songs_df.columns))\n", + "songs_df = cleanColNames(songs_df, ncol={\"Continent_Code\":\"continent\"}) #I call the cleaning method to avoid posible spaces in the names\n", + "print(\"Features names after cleaning:\\n\", list(songs_df.columns))\n", + "\n", + "# Numeric vs Categorical Features\n", + "num = songs_df.select_dtypes(include=\"number\")\n", + "cat = songs_df.select_dtypes(exclude=\"number\")\n", + "print(f\"\\n\\nThe data has {num.shape[1]} numerical features:\\n\", list(num.columns))\n", + "print(f\"The data has {cat.shape[1]} categorical features:\\n\", list(cat.columns))" + ] + }, + { + "cell_type": "markdown", + "id": "8abf0299", + "metadata": {}, + "source": [ + "### Analysis\n", + "- While there are 2023890 rows, the data contains information from only 23895 unique songs (1.18% of the dataset) this is because the DataSet contains not only information of the song but also on its popularity and rank per country and date (snapshot)\n", + "- There are 17 Numerical Features and 9 Categorical ones (I will need to review later if there are Numerical Categorical ones)" + ] + }, + { + "cell_type": "markdown", + "id": "42b8aedc", + "metadata": {}, + "source": [ + "## Data Cleaning\n", + "- Missing data\n", + "- Empty String\n", + "- Duplicated Rows\n", + "- Review & Correct Categorical Values\n", + "- Correct Data Types" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4806852f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "How many NULL values do we have in each feature?:\n", + "name 32\n", + "artists 31\n", + "album_name 817\n", + "album_release_date 654\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "# Missing Data\n", + "print(\"\\nHow many NULL values do we have in each feature?:\")\n", + "print(getNullValues(songs_df, onlyEmpty=True)) # Show only features with null values for visibility" + ] + }, + { + "cell_type": "markdown", + "id": "62baecee", + "metadata": {}, + "source": [ + "### Data Cleaning - artists:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "60980d9a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Review and Fix missing data for names and artists\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [spotify_id, name, artists, daily_rank, daily_movement, weekly_movement, country, snapshot_date, popularity, is_explicit, duration_ms, album_name, album_release_date, danceability, energy, key, loudness, mode, speechiness, acousticness, instrumentalness, liveness, valence, tempo, time_signature, continent]\n", + "Index: []\n", + "\n", + "[0 rows x 26 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Review name with missing data\n", + "print(\"\\n Review and Fix missing data for names and artists\")\n", + "display(songs_df[songs_df[\"name\"].isna()].head(5))\n", + "# Afer reviewing the songs through this url https://open.spotify.com/intl-es/track/{spotify_id} I can assume that songs with name and artist equal to NaN are songs deleted from Spotify. So I'll delete them\n", + "songs_df.dropna(axis=0, how=\"all\", subset = [\"name\", \"artists\"], inplace=True)\n", + "\n", + "display(songs_df[songs_df[\"name\"].isna()].head(5)) \n", + "# There is still missing the name for one single song (id=35wSewUpyeXwde8wVlHW7L)\n", + "# After manual check we can see the name of the song is \"null\" so probably the name was confuse with NULL when the DataSet was created\n", + "songs_df.loc[songs_df[\"spotify_id\"] == \"35wSewUpyeXwde8wVlHW7L\", \"name\"] = \"null\" # Manual fix\n", + "\n", + "# Cleanning Check (Empty Expected)\n", + "display(songs_df[songs_df[\"name\"].isna()].head(5)) " + ] + }, + { + "cell_type": "markdown", + "id": "4bb753d2", + "metadata": {}, + "source": [ + "#### Analysis:\n", + "There were 29 songs in the DataSet with name and artist equal to NaN. I reviewed some of them in Spotify (https://open.spotify.com/intl-es/track/{spotify_id}) and found that these where deleted songs, so I'll asume that is safe to remove these rows." + ] + }, + { + "cell_type": "markdown", + "id": "034420a0", + "metadata": {}, + "source": [ + "### Data Cleaning - album_name, album_release_date:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5f6df143", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Review and Fix missing data for album_name, album_release_date\n" + ] + }, + { + "data": { + "text/html": [ + "
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spotify_idnameartistsalbum_namealbum_release_date
66522635wSewUpyeXwde8wVlHW7LnullNOVRNaN2024-10-25
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" + ], + "text/plain": [ + " spotify_id name artists album_name album_release_date\n", + "665226 35wSewUpyeXwde8wVlHW7L null NOVR NaN 2024-10-25\n", + "921514 53rB05bAi7JdNbUfgz72I1 ABCD NAYEON NaN 2024-06-14\n", + "925163 0V2passWyAXnON67kfAj7y ABCD NAYEON NaN 2024-06-14\n", + "928806 0V2passWyAXnON67kfAj7y ABCD NAYEON NaN 2024-06-14\n", + "932462 53rB05bAi7JdNbUfgz72I1 ABCD NAYEON NaN 2024-06-14" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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spotify_idnameartistsalbum_namealbum_release_date
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [spotify_id, name, artists, album_name, album_release_date]\n", + "Index: []" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Review album_name with missing data\n", + "print(\"\\n Review and Fix missing data for album_name, album_release_date\")\n", + "display(songs_df.loc[songs_df[\"album_name\"].isna(), [\"spotify_id\", \"name\", \"artists\", \"album_name\", \"album_release_date\"]].head(5))\n", + "\n", + "# There are more empty album_names than album_release_day\n", + "display(songs_df.loc[(songs_df[\"album_name\"].isna()) & (songs_df[\"album_release_date\"].isna() == False), [\"spotify_id\", \"name\", \"artists\", \"album_name\", \"album_release_date\"]].head())\n", + "# After Manual reviewing some of them I discovered this happened in two cases where the records are called NULL and NA\n", + "songs_df.loc[(songs_df[\"name\"]==\"null\") & (songs_df[\"artists\"]==\"NOVR\") , \"album_name\"] = \"null\"\n", + "songs_df.loc[(songs_df[\"name\"]==\"ABCD\") & (songs_df[\"artists\"]==\"NAYEON\") , \"album_name\"] = \"NA\"\n", + "\n", + "# Check if there are other registers information about the album\n", + "# songs_df[(songs_df[\"spotify_id\"] == \"4HEOgBHRCExyYVeTyrXsnL\") & (songs_df[\"album_name\"].isna()==False)][\"album_name\"]\n", + "\n", + "# Some tracks have missing information about the album\n", + "# Checking some of them through https://open.spotify.com/intl-es/track/{spotify_id} I can see it's an issue in the DataSet (the album information is on Spotify)\n", + "# I'll set the album as \"UNK\" from now and I'll evaluate it in the future if get this information through web scrapping or Spotify API\n", + "songs_df.loc[songs_df[\"album_name\"].isna(), \"album_release_date\"] = \"1970-01-01\" # Timestamp 0\n", + "songs_df.loc[songs_df[\"album_name\"].isna(), \"album_name\"] = \"UNK\"\n", + "# TODO: Can I get the missing albums through web scrapping or spotify api?\n", + "\n", + "# Cleanning Check (Empty Expected)\n", + "display(songs_df.loc[songs_df[\"album_name\"].isna(), [\"spotify_id\", \"name\", \"artists\", \"album_name\", \"album_release_date\"]].head(5))" + ] + }, + { + "cell_type": "markdown", + "id": "1f98cbef", + "metadata": {}, + "source": [ + "#### Analysis:\n", + "- There were 822 records without album_name and 659 album_release_date. \n", + "- It called my attention that there where less albums without release_date than name so I checked first the ones wouthout name and with release_date. I found these where albums called null and NA so I manually fix them.\n", + "- For the rest of the records without album information, I found the information is on Spotify, I'll set them as UNK with release data 01/01/1907 (0 for timestamp) for now but I'll might consider to get this information from there in the future." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "c7264670", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Double check there are no more NULL values\n", + "Series([], dtype: int64)\n" + ] + } + ], + "source": [ + "print(\"Double check there are no more NULL values\")\n", + "print(getNullValues(songs_df, onlyEmpty=True)) # Show only features with null values for visibility" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "07443b1a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "How many duplicates rows do we have in our data?: 0\n" + ] + } + ], + "source": [ + "# Check for duplicates\n", + "print(\"\\nHow many duplicates rows do we have in our data?:\", getDuplicated(songs_df)) # There are not duplicated rows" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "32f46487", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "How many unique values these columns have?\n", + "spotify_id: 23898\n", + "name: 20886\n", + "artists: 13228\n", + "country: 72\n", + "snapshot_date: 559\n", + "is_explicit: 2\n", + "album_name: 15813\n", + "album_release_date: 2883\n", + "continent: 6\n" + ] + } + ], + "source": [ + "# Review Categorical Values\n", + "print(\"How many unique values these columns have?\")\n", + "for col in cat.columns:\n", + " print(f\"{col}: \", len(cat[col].unique()))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "0ed7beef", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Review and correct categorical values (Nominal Data)\n", + "\n", + "country\n", + "['ZA' 'VN' 'VE' 'UY' 'US' 'UA' 'TW' 'TR' 'TH' 'SV' 'SK' 'SG' 'SE' 'SA'\n", + " 'RO' 'PY' 'PT' 'PL' 'PK' 'PH' 'PE' 'PA' 'NZ' 'NO' 'NL' 'NI' 'NG' 'MY'\n", + " 'MX' 'MA' 'LV' 'LU' 'LT' 'KZ' 'KR' 'JP' 'IT' 'IS' 'IN' 'IL' 'IE' 'ID'\n", + " 'HU' 'HN' 'HK' 'GT' 'GR' 'FR' 'FI' 'ES' 'EG' 'EE' 'EC' 'DO' 'DK' 'DE'\n", + " 'CZ' 'CR' 'CO' 'CL' 'CH' 'CA' 'BY' 'BR' 'BO' 'BG' 'BE' 'AU' 'AT' 'AR'\n", + " 'AE' 'GB']\n", + "\n", + "is_explicit\n", + "[False True]\n", + "\\continent\n", + "['AF' 'AS' 'SA' 'NA' 'EU' 'OC']\n" + ] + } + ], + "source": [ + "print(\"Review and correct categorical values (Nominal Data)\")\n", + "# details here \n", + "# https://developer.spotify.com/documentation/web-api/reference/get-track\n", + "# https://developer.spotify.com/documentation/web-api/reference/get-audio-features\n", + "\n", + "print(\"\\ncountry\")\n", + "print(cat[\"country\"].unique())\n", + "\n", + "print(\"\\nis_explicit\")\n", + "print(cat[\"is_explicit\"].unique())\n", + "\n", + "print(\"\\continent\")\n", + "print(cat[\"continent\"].unique())\n", + "\n", + "# No need for corrections" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d8bbbe4c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "How many unique values these columns have?\n", + "daily_rank: 50\n", + "daily_movement: 99\n", + "weekly_movement: 99\n", + "popularity: 101\n", + "duration_ms: 17758\n", + "danceability: 801\n", + "energy: 955\n", + "key: 12\n", + "loudness: 9170\n", + "mode: 2\n", + "speechiness: 1287\n", + "acousticness: 2739\n", + "instrumentalness: 4068\n", + "liveness: 1463\n", + "valence: 1178\n", + "tempo: 15837\n", + "time_signature: 5\n" + ] + } + ], + "source": [ + "# Review Ordinal Values (Looking for Categorical numeric values)\n", + "print(\"How many unique values these columns have?\")\n", + "for col in num.columns:\n", + " print(f\"{col}: \", len(num[col].unique()))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "c4e43077", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Review and posible numeric categorical values\n", + "\n", + "daily_rank\n", + "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50]\n", + "\n", + "popularity\n", + "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100]\n", + "\n", + "key\n", + "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11]\n", + "\n", + "mode\n", + "[0, 1]\n", + "\n", + "time_signature\n", + "[0, 1, 3, 4, 5]\n" + ] + } + ], + "source": [ + "print(\"Review and posible numeric categorical values\")\n", + "# details here \n", + "# https://developer.spotify.com/documentation/web-api/reference/get-track\n", + "# https://developer.spotify.com/documentation/web-api/reference/get-audio-features\n", + "\n", + "print(\"\\ndaily_rank\")\n", + "print(sorted(num[\"daily_rank\"].unique())) # daily_rank can work as ordinal variable\n", + "\n", + "print(\"\\npopularity\")\n", + "print(sorted(num[\"popularity\"].unique())) # popularity can work as ordinal variable\n", + "\n", + "print(\"\\nkey\")\n", + "print(sorted(num[\"key\"].unique())) # keys is a numeric ordinal variable (Music note starting on C=0)\n", + "\n", + "print(\"\\nmode\")\n", + "print(sorted(num[\"mode\"].unique())) # mode is a numeric categorical variable (Minor=0 or Major=1)\n", + "\n", + "print(\"\\ntime_signature\")\n", + "print(sorted(num[\"time_signature\"].unique())) # time_signature is a numeric ordinal value (3 = 3/4, ..., 7 = 7/4)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "39aa9842", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "spotify_id object\n", + "name object\n", + "artists object\n", + "country object\n", + "snapshot_date object\n", + "is_explicit bool\n", + "album_name object\n", + "album_release_date object\n", + "continent object\n", + "dtype: object\n" + ] + } + ], + "source": [ + "# Correct Data Types\n", + "print(cat.dtypes)\n", + "songs_df[\"snapshot_date\"] = pd.to_datetime(songs_df[\"snapshot_date\"], format=\"%Y-%m-%d\")\n", + "songs_df[\"album_release_date\"] = pd.to_datetime(songs_df[\"album_release_date\"], format=\"%Y-%m-%d\")" + ] + }, + { + "cell_type": "markdown", + "id": "e760fad5", + "metadata": {}, + "source": [ + "### Data Cleaning - Assumptions & decisions:\n", + "- Songs with name and artist with value Null where deleted from Spotify so it's safe to delete them from the DataSet.\n", + "- I can do the analysis based in continents instead of countries\n", + "- Rank and related features are not interesting for my analysis." + ] + }, + { + "cell_type": "markdown", + "id": "58eb273f", + "metadata": {}, + "source": [ + "## Univariate Analysis\n", + "- Analyze Categorical Features Frequency\n", + "- Analyze Numerical Features Statistical Values\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "c2db8369", + "metadata": {}, + "source": [ + "#### Categorial Features Review\n", + "\n", + "\\#TODO: Filter data per unique song (as in numeric)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "f653a57f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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is_explicitcontinentmodepopularitykeytime_signature
50FalseAF072103
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52FalseAF062114
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.....................
2023914TrueAS08453
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" + ], + "text/plain": [ + " is_explicit continent mode popularity key time_signature\n", + "50 False AF 0 72 10 3\n", + "51 False AF 1 68 1 4\n", + "52 False AF 0 62 11 4\n", + "53 False AF 1 69 11 4\n", + "54 False AF 0 69 4 4\n", + "... ... ... ... ... ... ...\n", + "2023914 True AS 0 84 5 3\n", + "2023915 True AS 1 80 10 4\n", + "2023916 False AS 0 88 10 5\n", + "2023917 False AS 0 88 9 4\n", + "2023918 True AS 1 94 8 4\n", + "\n", + "[2163827 rows x 6 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Excluding cat[\"country\"] as there are to many values and will do the analysis based on continent\n", + "# Excluding num[\"daily_rank\"] since I am not interested in the rank and related variables\n", + "univ_cat_df = cat[[\"is_explicit\", \"continent\"]].merge(num[[\"mode\", \"popularity\", \"key\", \"time_signature\"]], right_index=True, left_index=True, how=\"inner\")\n", + "display(univ_cat_df)" + ] + }, + { + "cell_type": "markdown", + "id": "313edf5c", + "metadata": {}, + "source": [ + "##### Univariate Analysis - is_explicit" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "7bbac6d4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Proportion table for is_explicit: \n" + ] + }, + { + "data": { + "text/html": [ + "
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", 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countproportion
continent
EU9115270.42
AS5294430.24
NA2789910.13
SA2770750.13
AF1112600.05
OC555310.03
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" + ], + "text/plain": [ + " count proportion\n", + "continent \n", + "EU 911527 0.42\n", + "AS 529443 0.24\n", + "NA 278991 0.13\n", + "SA 277075 0.13\n", + "AF 111260 0.05\n", + "OC 55531 0.03" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "analyze_cat_values(univ_cat_df, \"mode\", ax_labels = [\"Major\", \"Minor\"])" + ] + }, + { + "cell_type": "markdown", + "id": "0a0dd996", + "metadata": {}, + "source": [ + "Mode values are {0: \"Minor\", 1: \"Major\"}\n", + "- While its very close, there are more songs with a Major Mode (52%) than Minor Mode (48%)" + ] + }, + { + "cell_type": "markdown", + "id": "e86fb96d", + "metadata": {}, + "source": [ + "##### Univariate Analysis - popularity" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "id": "cea4b77b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Proportion table for popularity: \n" + ] + }, + { + "data": { + "text/html": [ + "
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countproportion
popularity
87715540.03
88698650.03
89674770.03
86661510.03
90632010.03
.........
61480.00
51440.00
101420.00
21240.00
41230.00
\n", + "

101 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " count proportion\n", + "popularity \n", + "87 71554 0.03\n", + "88 69865 0.03\n", + "89 67477 0.03\n", + "86 66151 0.03\n", + "90 63201 0.03\n", + "... ... ...\n", + "6 148 0.00\n", + "5 144 0.00\n", + "10 142 0.00\n", + "2 124 0.00\n", + "4 123 0.00\n", + "\n", + "[101 rows x 2 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "analyze_cat_values(univ_cat_df, \"popularity\", chart_size=(25,5))" + ] + }, + { + "cell_type": "markdown", + "id": "1e5e2d54", + "metadata": {}, + "source": [ + "In Popularity I was expecting less representation on low values due to the nature of the dataset but we have a brought representation:\n", + "- Has a small representation for values=0 and any in between 1 and 21.\n", + "- It start having more representation from 21.\n", + "- There are 3 major picks of 59, 75 and 87 (being this one the highest)" + ] + }, + { + "cell_type": "markdown", + "id": "47c66c0b", + "metadata": {}, + "source": [ + "##### Univariate Analysis - key" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "id": "e92debe3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Proportion table for key: \n" + ] + }, + { + "data": { + "text/html": [ + "
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countproportion
key
12537090.12
112162660.10
72044010.09
92019770.09
61995920.09
01995570.09
51850730.09
21827610.08
81628820.08
101573390.07
41311200.06
3691500.03
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" + ], + "text/plain": [ + " count proportion\n", + "key \n", + "1 253709 0.12\n", + "11 216266 0.10\n", + "7 204401 0.09\n", + "9 201977 0.09\n", + "6 199592 0.09\n", + "0 199557 0.09\n", + "5 185073 0.09\n", + "2 182761 0.08\n", + "8 162882 0.08\n", + "10 157339 0.07\n", + "4 131120 0.06\n", + "3 69150 0.03" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/data/Synology/Home/Documents/Formacion/DataScience/_IronHack/05-Projects/W3-project-2-eda-sql/data_analysis_helpers.py:52: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax_labels, rotation=0)\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "analyze_cat_values(univ_cat_df, \"key\", ax_labels=[\"C\", \"C#\", \"D\", \"D#\", \"E\", \"F\", \"F#\", \"G\", \"G#\", \"A\", \"A#\", \"B\"])" + ] + }, + { + "cell_type": "markdown", + "id": "074e4807", + "metadata": {}, + "source": [ + "Key Values are `{0:\"C\", 1:\"C#\", 2:\"D\", 3:\"D#\", 4:\"E\", 5:\"F\", 6:\"F#\", 7:\"G\", 8:\"G#\", 9:\"A\", 10:\"A#\", 11:\"B\"}`\n", + "- the lest common one is D#, \n", + "- followed by E, G# and L# that has similar representation\n", + "- The rest of the key has also a similar representation except for...\n", + "- C# is the most common key (12%)" + ] + }, + { + "cell_type": "markdown", + "id": "a8c39068", + "metadata": {}, + "source": [ + "##### Univariate Analysis - time_signature" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "25284af0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Proportion table for time_signature: \n" + ] + }, + { + "data": { + "text/html": [ + "
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countproportion
time_signature
419346410.89
31817750.08
5312340.01
1161760.01
010.00
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" + ], + "text/plain": [ + " count proportion\n", + "time_signature \n", + "4 1934641 0.89\n", + "3 181775 0.08\n", + "5 31234 0.01\n", + "1 16176 0.01\n", + "0 1 0.00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/data/Synology/Home/Documents/Formacion/DataScience/_IronHack/05-Projects/W3-project-2-eda-sql/data_analysis_helpers.py:52: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels(ax_labels, rotation=0)\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "analyze_cat_values(univ_cat_df, \"time_signature\", ax_labels=[\"1/4\", \"2/4\", \"3/4\", \"4/4\", \"5/4\"])" + ] + }, + { + "cell_type": "markdown", + "id": "33899d09", + "metadata": {}, + "source": [ + "Time Signatures expected values are `{3:\"3/4\", 4:\"4/4\", 5:\"5/4\", 6: \"6/4\", 7: \"7/4\"}`\n", + "- It is strange to see values 0 and 1 since, based on the Spotify documentation, values should go in between 3 and 7 but these represent a very low percentage (~1%) so I will not focus on them at this time. \n", + "- The most common time signature is 4/4 (89%) and 3/4 (8%), an expected result." + ] + }, + { + "cell_type": "markdown", + "id": "7a473682", + "metadata": {}, + "source": [ + "#### Numeric Features Review" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "id": "bee29e1c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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duration_msdanceabilityenergyloudnessspeechinessacousticnessinstrumentalnesslivenessvalencetempo
503499100.340.54-9.070.060.290.280.210.75176.76
514671450.510.43-11.190.050.580.370.110.56118.06
524088130.810.54-7.800.050.010.000.050.29118.05
532241870.850.68-10.330.070.090.000.040.81127.05
543274510.740.46-10.960.050.170.200.100.52118.01
.................................
20239143104900.480.41-9.240.050.510.000.260.1088.88
20239151732530.770.64-5.060.050.060.000.130.48121.88
20239161847910.570.42-7.620.070.550.000.100.69124.36
20239171795600.630.45-8.020.090.740.000.150.2874.83
20239181323590.640.72-5.800.040.000.000.110.42141.90
\n", + "

2052083 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " duration_ms danceability energy loudness speechiness \\\n", + "50 349910 0.34 0.54 -9.07 0.06 \n", + "51 467145 0.51 0.43 -11.19 0.05 \n", + "52 408813 0.81 0.54 -7.80 0.05 \n", + "53 224187 0.85 0.68 -10.33 0.07 \n", + "54 327451 0.74 0.46 -10.96 0.05 \n", + "... ... ... ... ... ... \n", + "2023914 310490 0.48 0.41 -9.24 0.05 \n", + "2023915 173253 0.77 0.64 -5.06 0.05 \n", + "2023916 184791 0.57 0.42 -7.62 0.07 \n", + "2023917 179560 0.63 0.45 -8.02 0.09 \n", + "2023918 132359 0.64 0.72 -5.80 0.04 \n", + "\n", + " acousticness instrumentalness liveness valence tempo \n", + "50 0.29 0.28 0.21 0.75 176.76 \n", + "51 0.58 0.37 0.11 0.56 118.06 \n", + "52 0.01 0.00 0.05 0.29 118.05 \n", + "53 0.09 0.00 0.04 0.81 127.05 \n", + "54 0.17 0.20 0.10 0.52 118.01 \n", + "... ... ... ... ... ... \n", + "2023914 0.51 0.00 0.26 0.10 88.88 \n", + "2023915 0.06 0.00 0.13 0.48 121.88 \n", + "2023916 0.55 0.00 0.10 0.69 124.36 \n", + "2023917 0.74 0.00 0.15 0.28 74.83 \n", + "2023918 0.00 0.00 0.11 0.42 141.90 \n", + "\n", + "[2052083 rows x 10 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\"\n", + "# Version removing duplicated songs (not ready, generates some troubles later)\n", + "# Analyze numerical values\n", + "univ_num_df = num.copy()\n", + "# Excluding values analysed in the step before\n", + "univ_num_df.drop(columns=univ_cat_df.columns, inplace=True, errors=\"ignore\")\n", + "# Also drop columns related to rank since I am not planningg to use them in the Analysis\n", + "univ_num_df.drop(columns=[\"daily_rank\", \"daily_movement\", \"weekly_movement\"], inplace=True, errors=\"ignore\")\n", + "\n", + "univ_num_df = songs_df[[\"spotify_id\"]].merge(univ_num_df,how=\"inner\", left_index=True, right_index=True)\n", + "#display(univ_num_df.groupby(\"spotify_id\").mean()) #23891\n", + "\n", + "univ_num_df.drop_duplicates(keep=\"first\", inplace=True) # 24425\n", + "#univ_num_df.reset_index(inplace=True)\n", + "\n", + "\n", + "freq = getFrequencyTable(univ_num_df, \"spotify_id\")\n", + "univ_num_df[univ_num_df[\"spotify_id\"].isin(freq[freq[\"count\"] > 1].index)].sort_values(\"spotify_id\")\n", + "univ_num_df = univ_num_df.drop(columns=[\"spotify_id\", \"index\"], axis=0)\n", + "\"\"\"\n", + "\n", + "# Analyze numerical values\n", + "univ_num_df = num.copy()\n", + "# Excluding values analysed in the step before\n", + "univ_num_df.drop(columns=univ_cat_df.columns, inplace=True, errors=\"ignore\")\n", + "# Also drop columns related to rank since I am not planningg to use them in the Analysis\n", + "univ_num_df.drop(columns=[\"daily_rank\", \"daily_movement\", \"weekly_movement\"], inplace=True, errors=\"ignore\")\n", + "\n", + "# Check the statistical measures for thes values\n", + "pd.set_option('display.float_format','{:,.2f}'.format) \n", + "\n", + "display(univ_num_df)" + ] + }, + { + "cell_type": "markdown", + "id": "056c5d60", + "metadata": {}, + "source": [ + "##### Univariate Analysis - duration_ms" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "ab6517ed", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Statistic values for duration_ms:\n", + "Count:\t\t 2052083\n", + "AVG:\t\t 193782.9539195052\n", + "Min:\t\t 0\n", + "Quantile 25:\t 162018.0\n", + "Quantile 50:\t 186000.0\n", + "Quantile 75:\t 218423.0\n", + "Max:\t\t 1114155\n", + "Mode:\t\t [210373]\n", + "Variance:\t 2484721320.256809\n", + "STD:\t\t 49846.97904845197\n", + "Skewness:\t 1.8437247426978627\n", + "Kurtosis:\t 11.581052479886168\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Review duration_ms\n", + "analyze_num_values(univ_num_df, \"duration_ms\")" + ] + }, + { + "cell_type": "markdown", + "id": "22b8d7f6", + "metadata": {}, + "source": [ + "- Majority of the song are in between 2.7min (162018ms) and 3.64min (218423.0ms) but the most repeated is 3.5min (210373)\n", + "- The song duration has a long and fat tail to the right as confirmed with the positive skewness (1.84) and the high kurtosis > 3 (11.5)\n", + "- The longest song is 18.57min (1114155ms) so 25% of the values goes from 3.64 to 18.57min." + ] + }, + { + "cell_type": "markdown", + "id": "326ce0b3", + "metadata": {}, + "source": [ + "##### Univariate Analysis - danceability" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "id": "90c63028", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Statistic values for danceability:\n", + "Count:\t\t 2052083\n", + "AVG:\t\t 0.6770915498057339\n", + "Min:\t\t 0.0\n", + "Quantile 25:\t 0.582\n", + "Quantile 50:\t 0.7\n", + "Quantile 75:\t 0.78\n", + "Max:\t\t 0.988\n", + "Mode:\t\t [0.747]\n", + "Variance:\t 0.02049774983470418\n", + "STD:\t\t 0.1431703524990568\n", + "Skewness:\t -0.6365803509102558\n", + "Kurtosis:\t 0.2757234406438287\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Review danceability\n", + "analyze_num_values(univ_num_df, \"danceability\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "0e912fc5", + "metadata": {}, + "source": [ + "- Danceability is a value between 0 and 1 \n", + "- The curve shows a left tail. The negative skewness (-0.63) confirm that and Kurtosis < 3 (0.27) indicates a thin tail with low outlaiers fequency.\n", + "- Majority of the values are in between 0.58 and 0.78. Being the middle point 0.7\n", + "- The most repeated value is 0.747" + ] + }, + { + "cell_type": "markdown", + "id": "13673337", + "metadata": {}, + "source": [ + "##### Univariate Analysis - energy" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "id": "99b6217d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Statistic values for energy:\n", + "Count:\t\t 2052083\n", + "AVG:\t\t 0.6481478175306263\n", + "Min:\t\t 2.01e-05\n", + "Quantile 25:\t 0.551\n", + "Quantile 50:\t 0.668\n", + "Quantile 75:\t 0.766\n", + "Max:\t\t 0.998\n", + "Mode:\t\t [0.507]\n", + "Variance:\t 0.028275316792056047\n", + "STD:\t\t 0.1681526591881795\n", + "Skewness:\t -0.6872991586281872\n", + "Kurtosis:\t 0.6547317548204519\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Review energy\n", + "analyze_num_values(univ_num_df, \"energy\")" + ] + }, + { + "cell_type": "markdown", + "id": "3c04ccc2", + "metadata": {}, + "source": [ + "- Energy represents the quantity of activity \n", + "- Majority of the songs are in between 0.551 and 0.766.\n", + "- The most frequent energy value is 0.507\n", + "- The distribution shows a tail to the left (negative skewness) and a thin tail with low outlaiers (kurtosis < 3)" + ] + }, + { + "cell_type": "markdown", + "id": "10fb395b", + "metadata": {}, + "source": [ + "##### Univariate Analysis - loudness" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "id": "7b349403", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Statistic values for loudness:\n", + "Count:\t\t 2052083\n", + "AVG:\t\t -6.765551688698757\n", + "Min:\t\t -54.341\n", + "Quantile 25:\t -7.877\n", + "Quantile 50:\t -6.089\n", + "Quantile 75:\t -4.75\n", + "Max:\t\t 3.233\n", + "Mode:\t\t [-10.171]\n", + "Variance:\t 14.093137524550258\n", + "STD:\t\t 3.7540827807269057\n", + "Skewness:\t -4.364373758199053\n", + "Kurtosis:\t 32.91694638587402\n" + ] + }, + { + "data": { + "image/png": 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GIrABAAAAgKEIbAAAAABgKAIbAAAAABiKwAYAAAAAhiKwAQAAAIChvNzdAAAAAGCSgYOfUH7RaZdjR48dV9ta7gf1G4ENAAAAuEJ+0Wm1jZ/vcuyL2cNruRvUd1wSCQAAAACGIrABAAAAgKEIbAAAAABgKAIbAAAAABiKwAYAAAAAhiKwAQAAAIChCGwAAAAAYCgCGwAAAAAYisAGAAAAAIYisAEAAACAoQhsAAAAAGAoAhsAAAAAGIrABgAAAACGIrABAAAAgKEIbAAAAABgKAIbAAAAABiKwAYAAAAAhiKwAQAAAIChCGwAAAAAYCgCGwAAAAAYisAGAAAAAIYisAEAAACAoQhsAAAAAGAoL3c3AAAAANS2gYOfUH7RaZdjR48dV9ta7ge4FgIbAAAA6p38otNqGz/f5dgXs4fXcjfAtXFJJAAAAAAYisAGAAAAAIYisAEAAACAoQhsAAAAAGAoAhsAAAAAGIrABgAAAACGIrABAAAAgKEIbAAAAABgKAIbAAAAABiKwAYAAAAAhiKwAQAAAIChCGwAAAAAYCgCGwAAAAAYyq2BbceOHfrJT36i8PBweXh4aP369U7jo0ePloeHh9PWr18/p5ozZ85oxIgR8vPzU7NmzTRmzBidP3/eqWb//v3q0aOHfH19FRERoYULF17Vy1tvvaUOHTrI19dXnTp10qZNm5zGLcvSrFmzFBYWpkaNGik2NlaHDh2qmRcCAAAAAFxwa2C7cOGCunTpouTk5GvW9OvXT/n5+fb2t7/9zWl8xIgROnjwoNLS0rRhwwbt2LFD48ePt8cdDof69u2rVq1aKTMzUy+99JLmzJmj119/3a7ZuXOnhg8frjFjxmjfvn0aNGiQBg0apOzsbLtm4cKFeu2115SSkqLdu3erSZMmiouL08WLF2vwFQEAAACAf/Ny55P3799f/fv3v26Nj4+PQkNDXY59/vnnSk1N1SeffKJu3bpJkpYsWaJHH31Uf/jDHxQeHq7Vq1ertLRUy5cvl7e3t+677z5lZWXplVdesYPdq6++qn79+mnq1KmSpOeff15paWlaunSpUlJSZFmWFi9erJkzZ+qxxx6TJP31r39VSEiI1q9fr2HDhtXUSwIAAAAANuPvYdu2bZuCg4PVvn17TZw4UadPn7bHMjIy1KxZMzusSVJsbKw8PT21e/duu6Znz57y9va2a+Li4pSbm6uzZ8/aNbGxsU7PGxcXp4yMDEnS0aNHVVBQ4FTj7++v6Ohou8aVkpISORwOpw0AAAAAKsvowNavXz/99a9/VXp6un7/+99r+/bt6t+/v8rKyiRJBQUFCg4OdnqMl5eXWrRooYKCArsmJCTEqaZi/0Y1V45f+ThXNa4sWLBA/v7+9hYREVGlrx8AAABA/ebWSyJv5MpLDTt16qTOnTvrnnvu0bZt29SnTx83dlY5M2bMUFJSkr3vcDgIbQAAAAAqzeh32L7v7rvvVmBgoA4fPixJCg0N1alTp5xqLl++rDNnztj3vYWGhqqwsNCppmL/RjVXjl/5OFc1rvj4+MjPz89pAwAAAIDKqlOB7auvvtLp06cVFhYmSYqJiVFxcbEyMzPtmi1btqi8vFzR0dF2zY4dO3Tp0iW7Ji0tTe3bt1fz5s3tmvT0dKfnSktLU0xMjCSpTZs2Cg0NdapxOBzavXu3XQMAAAAANc2tge38+fPKyspSVlaWpO8W98jKylJeXp7Onz+vqVOnateuXTp27JjS09P12GOP6d5771VcXJwkKTIyUv369dO4ceO0Z88effzxx0pMTNSwYcMUHh4uSfr5z38ub29vjRkzRgcPHtTatWv16quvOl2q+PTTTys1NVUvv/yycnJyNGfOHO3du1eJiYmSJA8PD02ePFnz58/Xu+++qwMHDmjkyJEKDw/XoEGDavU1AwAAAFB/uPUetr1796p37972fkWIGjVqlP74xz9q//79WrVqlYqLixUeHq6+ffvq+eefl4+Pj/2Y1atXKzExUX369JGnp6eGDBmi1157zR739/fX+++/r4SEBEVFRSkwMFCzZs1y+qy27t27a82aNZo5c6Z+85vfqG3btlq/fr3uv/9+u2batGm6cOGCxo8fr+LiYj3yyCNKTU2Vr6/vrXyJAAAAANRjbg1svXr1kmVZ1xzfvHnzDc/RokULrVmz5ro1nTt31ocffnjdmqFDh2ro0KHXHPfw8NC8efM0b968G/YEAAAAADWhTt3DBgAAAAD1CYENAAAAAAxFYAMAAAAAQxHYAAAAAMBQbl10BAAAALhVBg5+QvlFp12OHT12XG1ruR+gOqoV2O6++2598sknCggIcDpeXFysBx54QF9++WWNNAcAAABUV37RabWNn+9y7IvZw2u5G6B6qnVJ5LFjx1RWVnbV8ZKSEn399dc33RQAAAAAoIrvsL377rv2nzdv3ix/f397v6ysTOnp6WrdunWNNQcAAAAA9VmVAtugQYMkffch0qNGjXIaa9iwoVq3bq2XX365xpoDAAAAgPqsSoGtvLxcktSmTRt98sknCgwMvCVNAQAAAACquejI0aNHa7oPAAAAAMD3VHtZ//T0dKWnp+vUqVP2O28Vli9fftONAQAAAEB9V63ANnfuXM2bN0/dunVTWFiYPDw8arovAAAAAKj3qhXYUlJStHLlSsXHx9d0PwAAAACA/1Otz2ErLS1V9+7da7oXAAAAAMAVqhXYxo4dqzVr1tR0LwAAAACAK1TrksiLFy/q9ddf1wcffKDOnTurYcOGTuOvvPJKjTQHAAAAAPVZtQLb/v371bVrV0lSdna20xgLkAAAAABAzahWYNu6dWtN9wEAAAAA+J5q3cMGAAAAALj1qvUOW+/eva976eOWLVuq3RAAAAAA4DvVCmwV969VuHTpkrKyspSdna1Ro0bVRF8AAAAAUO9VK7AtWrTI5fE5c+bo/PnzN9UQAAAAAOA7NXoP2y9+8QstX768Jk8JAAAAAPVWjQa2jIwM+fr61uQpAQAAAKDeqtYlkYMHD3batyxL+fn52rt3r5577rkaaQwAAAAA6rtqBTZ/f3+nfU9PT7Vv317z5s1T3759a6QxAAAA4EYGDn5C+UWnXY4dPXZcbWu5H6CmVSuwrVixoqb7AAAAAKosv+i02sbPdzn2xezhtdwNUPOqFdgqZGZm6vPPP5ck3XffffrBD35QI00BAAAA9cWXRw4rqkcfl2NhQQHa8Pa6Wu4IJqlWYDt16pSGDRumbdu2qVmzZpKk4uJi9e7dW2+++aaCgoJqskcAAADgtnXZ8rjmu4SH3phZy93ANNVaJXLSpEn65ptvdPDgQZ05c0ZnzpxRdna2HA6HnnrqqZruEQAAAADqpWq9w5aamqoPPvhAkZGR9rGOHTsqOTmZRUcAAAAAoIZU6x228vJyNWzY8KrjDRs2VHl5+U03BQAAAACoZmD70Y9+pKefflonT560j3399deaMmWK+vRxfcMkAAAAAKBqqhXYli5dKofDodatW+uee+7RPffcozZt2sjhcGjJkiU13SMAAAAA1EvVuoctIiJCn376qT744APl5ORIkiIjIxUbG1ujzQEAAABAfVald9i2bNmijh07yuFwyMPDQz/+8Y81adIkTZo0SQ8++KDuu+8+ffjhh7eqVwAAAACoV6oU2BYvXqxx48bJz8/vqjF/f3/96le/0iuvvFJjzQEAAABAfValwPbZZ5+pX79+1xzv27evMjMzb7opAAAAAEAVA1thYaHL5fwreHl5qaio6KabAgAAAABUMbDdeeedys7Ovub4/v37FRYWdtNNAQAAAACqGNgeffRRPffcc7p48eJVY99++61mz56tgQMH1lhzAAAAAFCfVWlZ/5kzZ+rtt99Wu3btlJiYqPbt20uScnJylJycrLKyMv32t7+9JY0CAAAAQH1TpcAWEhKinTt3auLEiZoxY4Ysy5IkeXh4KC4uTsnJyQoJCbkljQIAAABAfVPlD85u1aqVNm3apLNnz+rw4cOyLEtt27ZV8+bNb0V/AAAAAFBvVTmwVWjevLkefPDBmuwFAAAAAHCFKi06AgAAAACoPQQ2AAAAADBUtS+JBAAAAGrDwMFPKL/otMuxo8eOq20t9wPUJgIbAAAAjJZfdFpt4+e7HPti9vBa7gaoXVwSCQAAAACGIrABAAAAgKEIbAAAAABgKAIbAAAAABiKwAYAAAAAhiKwAQAAAIChCGwAAAAAYCgCGwAAAAAYisAGAAAAAIbycncDAAAAAFz78shhRfXo43IsLChAG95eV8sdobYR2AAAAABDXbY81DZ+vsuxQ2/MrOVu4A5cEgkAAAAAhiKwAQAAAICh3BrYduzYoZ/85CcKDw+Xh4eH1q9f7zRuWZZmzZqlsLAwNWrUSLGxsTp06JBTzZkzZzRixAj5+fmpWbNmGjNmjM6fP+9Us3//fvXo0UO+vr6KiIjQwoULr+rlrbfeUocOHeTr66tOnTpp06ZNVe4FAAAAAGqSWwPbhQsX1KVLFyUnJ7scX7hwoV577TWlpKRo9+7datKkieLi4nTx4kW7ZsSIETp48KDS0tK0YcMG7dixQ+PHj7fHHQ6H+vbtq1atWikzM1MvvfSS5syZo9dff92u2blzp4YPH64xY8Zo3759GjRokAYNGqTs7Owq9QIAAAAANcmti470799f/fv3dzlmWZYWL16smTNn6rHHHpMk/fWvf1VISIjWr1+vYcOG6fPPP1dqaqo++eQTdevWTZK0ZMkSPfroo/rDH/6g8PBwrV69WqWlpVq+fLm8vb113333KSsrS6+88ood7F599VX169dPU6dOlSQ9//zzSktL09KlS5WSklKpXgAAAACgphl7D9vRo0dVUFCg2NhY+5i/v7+io6OVkZEhScrIyFCzZs3ssCZJsbGx8vT01O7du+2anj17ytvb266Ji4tTbm6uzp49a9dc+TwVNRXPU5leXCkpKZHD4XDaAAAAAKCyjA1sBQUFkqSQkBCn4yEhIfZYQUGBgoODnca9vLzUokULpxpX57jyOa5Vc+X4jXpxZcGCBfL397e3iIiIG3zVAAAAAPBvxga228GMGTN07tw5eztx4oS7WwIAAABQhxgb2EJDQyVJhYWFTscLCwvtsdDQUJ06dcpp/PLlyzpz5oxTjatzXPkc16q5cvxGvbji4+MjPz8/pw0AAAAAKsvYwNamTRuFhoYqPT3dPuZwOLR7927FxMRIkmJiYlRcXKzMzEy7ZsuWLSovL1d0dLRds2PHDl26dMmuSUtLU/v27dW8eXO75srnqaipeJ7K9AIAAAAANc2tge38+fPKyspSVlaWpO8W98jKylJeXp48PDw0efJkzZ8/X++++64OHDigkSNHKjw8XIMGDZIkRUZGql+/fho3bpz27Nmjjz/+WImJiRo2bJjCw8MlST//+c/l7e2tMWPG6ODBg1q7dq1effVVJSUl2X08/fTTSk1N1csvv6ycnBzNmTNHe/fuVWJioiRVqhcAAAAAqGluXdZ/79696t27t71fEaJGjRqllStXatq0abpw4YLGjx+v4uJiPfLII0pNTZWvr6/9mNWrVysxMVF9+vSRp6enhgwZotdee80e9/f31/vvv6+EhARFRUUpMDBQs2bNcvqstu7du2vNmjWaOXOmfvOb36ht27Zav3697r//frumMr0AAAAAQE1ya2Dr1auXLMu65riHh4fmzZunefPmXbOmRYsWWrNmzXWfp3Pnzvrwww+vWzN06FANHTr0pnoBAAAAgJpk7D1sAAAAAFDfEdgAAAAAwFAENgAAAAAwFIENAAAAAAxFYAMAAAAAQxHYAAAAAMBQBDYAAAAAMBSBDQAAAAAMRWADAAAAAEMR2AAAAADAUAQ2AAAAADAUgQ0AAAAADEVgAwAAAABDEdgAAAAAwFAENgAAAAAwFIENAAAAAAxFYAMAAAAAQxHYAAAAAMBQBDYAAAAAMBSBDQAAAAAMRWADAAAAAEMR2AAAAADAUAQ2AAAAADAUgQ0AAAAADEVgAwAAAABDEdgAAAAAwFAENgAAAAAwFIENAAAAAAxFYAMAAAAAQxHYAAAAAMBQBDYAAAAAMBSBDQAAAAAMRWADAAAAAEMR2AAAAADAUAQ2AAAAADAUgQ0AAAAADEVgAwAAAABDEdgAAAAAwFAENgAAAAAwFIENAAAAAAxFYAMAAAAAQxHYAAAAAMBQBDYAAAAAMBSBDQAAAAAMRWADAAAAAEN5ubsBAAAAYODgJ5RfdNrl2NFjx9W2lvsBTEFgAwAAgNvlF51W2/j5Lse+mD28lrsBzMElkQAAAABgKAIbAAAAABiKwAYAAAAAhiKwAQAAAIChCGwAAAAAYCgCGwAAAAAYisAGAAAAAIYisAEAAACAoQhsAAAAAGAoAhsAAAAAGIrABgAAAACG8nJ3AwAAAACq7ssjhxXVo4/LsbCgAG14e10td4RbgcAGAAAA1EGXLQ+1jZ/vcuzQGzNruRvcKlwSCQAAAACGIrABAAAAgKEIbAAAAABgKKMD25w5c+Th4eG0dejQwR6/ePGiEhISFBAQoDvuuENDhgxRYWGh0zny8vI0YMAANW7cWMHBwZo6daouX77sVLNt2zY98MAD8vHx0b333quVK1de1UtycrJat24tX19fRUdHa8+ePbfkawYAAACACsYvOnLffffpgw8+sPe9vP7d8pQpU7Rx40a99dZb8vf3V2JiogYPHqyPP/5YklRWVqYBAwYoNDRUO3fuVH5+vkaOHKmGDRvqhRdekCQdPXpUAwYM0IQJE7R69Wqlp6dr7NixCgsLU1xcnCRp7dq1SkpKUkpKiqKjo7V48WLFxcUpNzdXwcHBtfhqAAAA1F0DBz+h/KLTLseOHjuutrXcD1AXGB/YvLy8FBoaetXxc+fO6b/+67+0Zs0a/ehHP5IkrVixQpGRkdq1a5cefvhhvf/++/rnP/+pDz74QCEhIeratauef/55TZ8+XXPmzJG3t7dSUlLUpk0bvfzyy5KkyMhIffTRR1q0aJEd2F555RWNGzdOTz75pCQpJSVFGzdu1PLly/Xss8/W0isBAABQt+UXnb7mqoZfzB5ey90AdYPRl0RK0qFDhxQeHq67775bI0aMUF5eniQpMzNTly5dUmxsrF3boUMH3XXXXcrIyJAkZWRkqFOnTgoJCbFr4uLi5HA4dPDgQbvmynNU1FSco7S0VJmZmU41np6eio2NtWuupaSkRA6Hw2kDAAAAgMoy+h226OhorVy5Uu3bt1d+fr7mzp2rHj16KDs7WwUFBfL29lazZs2cHhMSEqKCggJJUkFBgVNYqxivGLtejcPh0LfffquzZ8+qrKzMZU1OTs51+1+wYIHmzp1b5a8bAACgruKyR6BmGR3Y+vfvb/+5c+fOio6OVqtWrbRu3To1atTIjZ1VzowZM5SUlGTvOxwORUREuLEjAACAW4vLHoGaZfwlkVdq1qyZ2rVrp8OHDys0NFSlpaUqLi52qiksLLTveQsNDb1q1ciK/RvV+Pn5qVGjRgoMDFSDBg1c1ri6t+5KPj4+8vPzc9oAAAAAoLLqVGA7f/68jhw5orCwMEVFRalhw4ZKT0+3x3Nzc5WXl6eYmBhJUkxMjA4cOKBTp07ZNWlpafLz81PHjh3tmivPUVFTcQ5vb29FRUU51ZSXlys9Pd2uAQAAAIBbwejA9utf/1rbt2/XsWPHtHPnTv30pz9VgwYNNHz4cPn7+2vMmDFKSkrS1q1blZmZqSeffFIxMTF6+OGHJUl9+/ZVx44dFR8fr88++0ybN2/WzJkzlZCQIB8fH0nShAkT9OWXX2ratGnKycnRsmXLtG7dOk2ZMsXuIykpSX/+85+1atUqff7555o4caIuXLhgrxoJAAAAALeC0fewffXVVxo+fLhOnz6toKAgPfLII9q1a5eCgoIkSYsWLZKnp6eGDBmikpISxcXFadmyZfbjGzRooA0bNmjixImKiYlRkyZNNGrUKM2bN8+uadOmjTZu3KgpU6bo1VdfVcuWLfWXv/zFXtJfkn72s5+pqKhIs2bNUkFBgbp27arU1NSrFiIBAAAAgJpkdGB78803rzvu6+ur5ORkJScnX7OmVatW2rRp03XP06tXL+3bt++6NYmJiUpMTLxuDQAAAADUJKMviQQAAACA+ozABgAAAACGIrABAAAAgKEIbAAAAABgKAIbAAAAABiKwAYAAAAAhiKwAQAAAIChCGwAAAAAYCgCGwAAAAAYisAGAAAAAIYisAEAAACAoQhsAAAAAGAoAhsAAAAAGIrABgAAAACGIrABAAAAgKG83N0AAAAA6paBg59QftFpl2NHjx1X21ruB7idEdgAAABQJflFp9U2fr7LsS9mD6/lboDbG5dEAgAAAIChCGwAAAAAYCgCGwAAAAAYisAGAAAAAIYisAEAAACAoQhsAAAAAGAoAhsAAAAAGIrABgAAAACGIrABAAAAgKEIbAAAAABgKAIbAAAAABiKwAYAAAAAhiKwAQAAAIChvNzdAAAAAICa9eWRw4rq0cflWFhQgDa8va6WO0J1EdgAAACA28xly0Nt4+e7HDv0xsxa7gY3g8AGAABQDw0c/ITyi067HOMdGMAcBDYAAIB6KL/oNO/AAHUAgQ0AAABOrnf/kyQdPXZcbWuxH6A+I7ABAADAyfXuf5KkL2YPr8VugPqNZf0BAAAAwFAENgAAAAAwFIENAAAAAAxFYAMAAAAAQxHYAAAAAMBQBDYAAAAAMBSBDQAAAAAMRWADAAAAAEMR2AAAAADAUAQ2AAAAADAUgQ0AAAAADOXl7gYAAABwawwc/ITyi067HDt67Lja1nI/AKqOwAYAAHCbyi86rbbx812OfTF7eC13A6A6uCQSAAAAAAxFYAMAAAAAQ3FJJAAAQB3GfWrA7Y3ABgAAUIdxnxqq6ssjhxXVo4/LsbCgAG14e10td4TrIbABAAAA9chly+OaIf/QGzNruRvcCPewAQAAAIChCGwAAAAAYCgCGwAAAAAYinvYAAAAasn1VnS83mIPrAQJ1F8ENgAAgFpyvRUdr7fYAytBAvUXgQ0AAMAA11tqnXfRgPqLwAYAAGCA6y21zrtoQP1FYAMA3FB177sBAAA3h8AGALih6t53U1cQSAEApiKwVVFycrJeeuklFRQUqEuXLlqyZIkeeughd7cFALgJt3sgNc2tCMjXO+fXJ/J0Z8RdNfp8wO3qevdS8rPkHgS2Kli7dq2SkpKUkpKi6OhoLV68WHFxccrNzVVwcLC720Mdxv/uw5X6/H1Rn7/2+uBWBOQbraJIIAcq50b3UvKzVPsIbFXwyiuvaNy4cXryySclSSkpKdq4caOWL1+uZ5991s3doS7jf/fhSn3+vqjPXzvMwWemAZV3vXfm+I+2m0Ngq6TS0lJlZmZqxowZ9jFPT0/FxsYqIyPDjZ0BgDPenQIq70ZL6fd97g2XY3xmGuDseu/M8R9tN4fAVkn/+te/VFZWppCQEKfjISEhysnJcfmYkpISlZSU2Pvnzp2TJDkcjlvXaBUMHTFKhf8643IsJLCF3lq9qpY7qr/KLl/WpW8vXHPMlO8Z1K7qfl98lV+oe4Y953LsyJvPX/Nx1/udcDzvhFrX8PdobT/f9VzvtT5y6At1jfn/XI7dLr8ra/vvg+p+b1f3e8YqL7/m810qs9T68Rkux3Jf+GW1vi+q20tdGTOtH8bMH7vez8vJr79S+J0tXY5J1/8ddL3fCdc7rym/uyt+11mWdd06D+tGFZAknTx5Unfeead27typmJgY+/i0adO0fft27d69+6rHzJkzR3Pnzq3NNgEAAADUISdOnFDLltcOrbzDVkmBgYFq0KCBCgsLnY4XFhYqNDTU5WNmzJihpKQke7+8vFxnzpxRQECAPDw8bmm/9ZHD4VBERIROnDghPz8/d7eDW4i5rh+Y5/qBea4/mOv6gXmuPMuy9M033yg8PPy6dQS2SvL29lZUVJTS09M1aNAgSd8FsPT0dCUmJrp8jI+Pj3x8fJyONWvW7BZ3Cj8/P35B1BPMdf3APNcPzHP9wVzXD8xz5fj7+9+whsBWBUlJSRo1apS6deumhx56SIsXL9aFCxfsVSMBAAAAoCYR2KrgZz/7mYqKijRr1iwVFBSoa9euSk1NvWohEgAAAACoCQS2KkpMTLzmJZBwLx8fH82ePfuqy1Bx+2Gu6wfmuX5gnusP5rp+YJ5rHqtEAgAAAIChPN3dAAAAAADANQIbAAAAABiKwAYAAAAAhiKwAQAAAIChCGy4LbRu3VoeHh5O24svvuhUs3//fvXo0UO+vr6KiIjQwoUL3dQtakJJSYm6du0qDw8PZWVlOY0x13Xff/zHf+iuu+6Sr6+vwsLCFB8fr5MnTzrVMM9127FjxzRmzBi1adNGjRo10j333KPZs2ertLTUqY55vj387ne/U/fu3dW4cWM1a9bMZU1eXp4GDBigxo0bKzg4WFOnTtXly5drt1HctOTkZLVu3Vq+vr6Kjo7Wnj173N1SnUdgw21j3rx5ys/Pt7dJkybZYw6HQ3379lWrVq2UmZmpl156SXPmzNHrr7/uxo5xM6ZNm6bw8PCrjjPXt4fevXtr3bp1ys3N1f/+7//qyJEjevzxx+1x5rnuy8nJUXl5uf70pz/p4MGDWrRokVJSUvSb3/zGrmGebx+lpaUaOnSoJk6c6HK8rKxMAwYMUGlpqXbu3KlVq1Zp5cqVmjVrVi13ipuxdu1aJSUlafbs2fr000/VpUsXxcXF6dSpU+5urW6zgNtAq1atrEWLFl1zfNmyZVbz5s2tkpIS+9j06dOt9u3b10J3qGmbNm2yOnToYB08eNCSZO3bt88eY65vT++8847l4eFhlZaWWpbFPN+uFi5caLVp08beZ55vPytWrLD8/f2vOr5p0ybL09PTKigosI/98Y9/tPz8/JzmH2Z76KGHrISEBHu/rKzMCg8PtxYsWODGruo+3mHDbePFF19UQECAfvCDH+ill15yuowiIyNDPXv2lLe3t30sLi5Oubm5Onv2rDvaRTUVFhZq3LhxeuONN9S4ceOrxpnr28+ZM2e0evVqde/eXQ0bNpTEPN+uzp07pxYtWtj7zHP9kZGRoU6dOikkJMQ+FhcXJ4fDoYMHD7qxM1RWaWmpMjMzFRsbax/z9PRUbGysMjIy3NhZ3Udgw23hqaee0ptvvqmtW7fqV7/6lV544QVNmzbNHi8oKHD6S0CSvV9QUFCrvaL6LMvS6NGjNWHCBHXr1s1lDXN9+5g+fbqaNGmigIAA5eXl6Z133rHHmOfbz+HDh7VkyRL96le/so8xz/UHc133/etf/1JZWZnLeWQObw6BDcZ69tlnr1pI5PtbTk6OJCkpKUm9evVS586dNWHCBL388stasmSJSkpK3PxVoDIqO9dLlizRN998oxkzZri7ZVRDVX6mJWnq1Knat2+f3n//fTVo0EAjR46UZVlu/ApQGVWdZ0n6+uuv1a9fPw0dOlTjxo1zU+eoqurMNYCq83J3A8C1PPPMMxo9evR1a+6++26Xx6Ojo3X58mUdO3ZM7du3V2hoqAoLC51qKvZDQ0NrpF9UX2XnesuWLcrIyJCPj4/TWLdu3TRixAitWrWKuTZYVX+mAwMDFRgYqHbt2ikyMlIRERHatWuXYmJimGeDVXWeT548qd69e6t79+5XLSbCPJvtZv6e/r7Q0NCrVhNkruuWwMBANWjQwOXPLHN4cwhsMFZQUJCCgoKq9disrCx5enoqODhYkhQTE6Pf/va3unTpkn0PTFpamtq3b6/mzZvXWM+onsrO9Wuvvab58+fb+ydPnlRcXJzWrl2r6OhoScy1yW7mZ7q8vFyS7HfNmWdzVWWev/76a/Xu3VtRUVFasWKFPD2dL/xhns12Mz/T3xcTE6Pf/e53OnXqlP13d1pamvz8/NSxY8caeQ7cWt7e3oqKilJ6eroGDRok6bvf3enp6UpMTHRvc3Wdu1c9AW7Wzp07rUWLFllZWVnWkSNHrP/+7/+2goKCrJEjR9o1xcXFVkhIiBUfH29lZ2dbb775ptW4cWPrT3/6kxs7x806evToVatEMtd1365du6wlS5ZY+/bts44dO2alp6db3bt3t+655x7r4sWLlmUxz7eDr776yrr33nutPn36WF999ZWVn59vbxWY59vH8ePHrX379llz58617rjjDmvfvn3Wvn37rG+++cayLMu6fPmydf/991t9+/a1srKyrNTUVCsoKMiaMWOGmztHVbz55puWj4+PtXLlSuuf//ynNX78eKtZs2ZOq3+i6ghsqPMyMzOt6Ohoy9/f3/L19bUiIyOtF154wf6HXYXPPvvMeuSRRywfHx/rzjvvtF588UU3dYya4iqwWRZzXdft37/f6t27t9WiRQvLx8fHat26tTVhwgTrq6++cqpjnuu2FStWWJJcbldinm8Po0aNcjnXW7dutWuOHTtm9e/f32rUqJEVGBhoPfPMM9alS5fc1zSqZcmSJdZdd91leXt7Ww899JC1a9cud7dU53lYFndwAwAAAICJWCUSAAAAAAxFYAMAAAAAQxHYAAAAAMBQBDYAAAAAMBSBDQAAAAAMRWADAAAAAEMR2AAAAADAUAQ2AEC91qtXL02ePPmWPsfo0aM1aNCgW/ocAIDbE4ENAAAAAAxFYAMAAAAAQxHYAAD4P2fPntXIkSPVvHlzNW7cWP3799ehQ4fs8Tlz5qhr165Oj1m8eLFat25t75eVlSkpKUnNmjVTQECApk2bJsuynB7Tq1cvPfXUU5o2bZpatGih0NBQzZkzx6mmuLhYY8eOVVBQkPz8/PSjH/1In332mT3+2WefqXfv3mratKn8/PwUFRWlvXv3SpKOHz+un/zkJ2revLmaNGmi++67T5s2baqZFwkAUKsIbAAA/J/Ro0dr7969evfdd5WRkSHLsvToo4/q0qVLlT7Hyy+/rJUrV2r58uX66KOPdObMGf3973+/qm7VqlVq0qSJdu/erYULF2revHlKS0uzx4cOHapTp07pvffeU2Zmph544AH16dNHZ86ckSSNGDFCLVu21CeffKLMzEw9++yzatiwoSQpISFBJSUl2rFjhw4cOKDf//73uuOOO27y1QEAuIOXuxsAAMAEhw4d0rvvvquPP/5Y3bt3lyStXr1aERERWr9+vYYOHVqp8yxevFgzZszQ4MGDJUkpKSnavHnzVXWdO3fW7NmzJUlt27bV0qVLlZ6erh//+Mf66KOPtGfPHp06dUo+Pj6SpD/84Q9av369/ud//kfjx49XXl6epk6dqg4dOtjnqJCXl6chQ4aoU6dOkqS77767mq8KAMDdeIcNAABJn3/+uby8vBQdHW0fCwgIUPv27fX5559X6hznzp1Tfn6+0zm8vLzUrVu3q2o7d+7stB8WFqZTp05J+u5yx/PnzysgIEB33HGHvR09elRHjhyRJCUlJWns2LGKjY3Viy++aB+XpKeeekrz58/XD3/4Q82ePVv79++v/AsBADAKgQ0AgEry9PS86n60qlwueaWKyxcreHh4qLy8XJJ0/vx5hYWFKSsry2nLzc3V1KlTJX13P93Bgwc1YMAAbdmyRR07drQvvRw7dqy+/PJLxcfH68CBA+rWrZuWLFlSrT4BAO5FYAMAQFJkZKQuX76s3bt328dOnz6t3NxcdezYUZIUFBSkgoICp9CWlZVl/9nf319hYWFO57h8+bIyMzOr1MsDDzyggoICeXl56d5773XaAgMD7bp27dppypQpev/99zV48GCtWLHCHouIiNCECRP09ttv65lnntGf//znKvUAADADgQ0AAH13D9hjjz2mcePG6aOPPtJnn32mX/ziF7rzzjv12GOPSfpudceioiItXLhQR44cUXJyst577z2n8zz99NN68cUXtX79euXk5Og///M/VVxcXKVeYmNjFRMTo0GDBun999/XsWPHtHPnTv32t7/V3r179e233yoxMVHbtm3T8ePH9fHHH+uTTz5RZGSkJGny5MnavHmzjh49qk8//VRbt261xwAAdQuBDQCA/7NixQpFRUVp4MCBiomJkWVZ2rRpk335YmRkpJYtW6bk5GR16dJFe/bs0a9//WunczzzzDOKj4/XqFGjFBMTo6ZNm+qnP/1plfrw8PDQpk2b1LNnTz355JNq166dhg0bpuPHjyskJEQNGjTQ6dOnNXLkSLVr105PPPGE+vfvr7lz50r67qMFEhISFBkZqX79+qldu3ZatmxZzbxIAIBa5WF9/2J8AAAAAIAReIcNAAAAAAxFYAMAAAAAQxHYAAAAAMBQBDYAAAAAMBSBDQAAAAAMRWADAAAAAEMR2AAAAADAUAQ2AAAAADAUgQ0AAAAADEVgAwAAAABDEdgAAAAAwFAENgAAAAAw1P8PFKHU72v77ScAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Review loudness\n", + "analyze_num_values(univ_num_df, \"loudness\")" + ] + }, + { + "cell_type": "markdown", + "id": "91ea6867", + "metadata": {}, + "source": [ + "- Loudness is a negative value that measures the avg volumen of the song.\n", + "- The most common values are in betweem -7.877 and -4.75 but the most repeated value (-10.171) is out of that range (I assume because of the tipe of measure makes difficult to have the same exact value many times)\n", + "- \n", + "\n", + "\\#TODO: Finish Analisys " + ] + }, + { + "cell_type": "markdown", + "id": "67cc3564", + "metadata": {}, + "source": [ + "##### Univariate Analysis - speechiness" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "763b4982", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Statistic values for speechiness:\n", + "Count:\t\t 2052083\n", + "AVG:\t\t 0.09605998607268802\n", + "Min:\t\t 0.0\n", + "Quantile 25:\t 0.0387\n", + "Quantile 50:\t 0.0584\n", + "Quantile 75:\t 0.112\n", + "Max:\t\t 0.955\n", + "Mode:\t\t [0.0358]\n", + "Variance:\t 0.008439889735493228\n", + "STD:\t\t 0.09186887250583425\n", + "Skewness:\t 2.2254838015212526\n", + "Kurtosis:\t 5.723863406240658\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Review speechiness\n", + "analyze_num_values(univ_num_df, \"speechiness\")" + ] + }, + { + "cell_type": "markdown", + "id": "749ba40c", + "metadata": {}, + "source": [ + "\\#TODO: Analisys " + ] + }, + { + "cell_type": "markdown", + "id": "1475e0e2", + "metadata": {}, + "source": [ + "##### Univariate Analysis - acousticness" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "id": "b4becd42", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Statistic values for acousticness:\n", + "Count:\t\t 2052083\n", + "AVG:\t\t 0.27564909784962405\n", + "Min:\t\t 3.45e-06\n", + "Quantile 25:\t 0.0678\n", + "Quantile 50:\t 0.192\n", + "Quantile 75:\t 0.437\n", + "Max:\t\t 0.996\n", + "Mode:\t\t [0.2]\n", + "Variance:\t 0.0626535583200859\n", + "STD:\t\t 0.2503069282302947\n", + "Skewness:\t 0.9294218894121263\n", + "Kurtosis:\t -0.13554833532581423\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Review acousticness\n", + "analyze_num_values(univ_num_df, \"acousticness\")" + ] + }, + { + "cell_type": "markdown", + "id": "fe7f3809", + "metadata": {}, + "source": [ + "\\#TODO: Analisys " + ] + }, + { + "cell_type": "markdown", + "id": "1a476c2e", + "metadata": {}, + "source": [ + "##### Univariate Analysis - instrumentalness" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "id": "90f4f2f9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Statistic values for instrumentalness:\n", + "Count:\t\t 2052083\n", + "AVG:\t\t 0.02275079450335099\n", + "Min:\t\t 0.0\n", + "Quantile 25:\t 0.0\n", + "Quantile 50:\t 1.35e-06\n", + "Quantile 75:\t 0.000101\n", + "Max:\t\t 0.995\n", + "Mode:\t\t [0.0]\n", + "Variance:\t 0.012688967887939245\n", + "STD:\t\t 0.11264531897926006\n", + "Skewness:\t 6.334943026881902\n", + "Kurtosis:\t 42.29152116556311\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Review instrumentalness\n", + "analyze_num_values(univ_num_df, \"instrumentalness\")" + ] + }, + { + "cell_type": "markdown", + "id": "622c1afc", + "metadata": {}, + "source": [ + "\\#TODO: Analisys " + ] + }, + { + "cell_type": "markdown", + "id": "9d69b3e8", + "metadata": {}, + "source": [ + "##### Univariate Analysis - liveness" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "id": "ad984771", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Statistic values for liveness:\n", + "Count:\t\t 2052083\n", + "AVG:\t\t 0.17088692645472922\n", + "Min:\t\t 0.0139\n", + "Quantile 25:\t 0.0961\n", + "Quantile 50:\t 0.122\n", + "Quantile 75:\t 0.204\n", + "Max:\t\t 0.983\n", + "Mode:\t\t [0.104]\n", + "Variance:\t 0.01555724528993624\n", + "STD:\t\t 0.12472868671615299\n", + "Skewness:\t 2.3443427456145858\n", + "Kurtosis:\t 7.243036117203139\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Review liveness\n", + "analyze_num_values(univ_num_df, \"liveness\")" + ] + }, + { + "cell_type": "markdown", + "id": "60c13c5c", + "metadata": {}, + "source": [ + "\\#TODO: Analisys " + ] + }, + { + "cell_type": "markdown", + "id": "780638a2", + "metadata": {}, + "source": [ + "##### Univariate Analysis - valence" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "id": "9355db19", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Statistic values for valence:\n", + "Count:\t\t 2052083\n", + "AVG:\t\t 0.5464236231867817\n", + "Min:\t\t 0.0\n", + "Quantile 25:\t 0.37\n", + "Quantile 50:\t 0.548\n", + "Quantile 75:\t 0.732\n", + "Max:\t\t 0.992\n", + "Mode:\t\t [0.535]\n", + "Variance:\t 0.05319157975384821\n", + "STD:\t\t 0.23063299797264095\n", + "Skewness:\t -0.08670460321725208\n", + "Kurtosis:\t -0.8935755951303213\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Review valence\n", + "analyze_num_values(univ_num_df, \"valence\")" + ] + }, + { + "cell_type": "markdown", + "id": "553dbffb", + "metadata": {}, + "source": [ + "\\#TODO: Analisys " + ] + }, + { + "cell_type": "markdown", + "id": "807f5f2a", + "metadata": {}, + "source": [ + "##### Univariate Analysis - tempo" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "id": "fa8f8114", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Statistic values for tempo:\n", + "Count:\t\t 2052083\n", + "AVG:\t\t 121.99293018703437\n", + "Min:\t\t 0.0\n", + "Quantile 25:\t 100.019\n", + "Quantile 50:\t 119.96\n", + "Quantile 75:\t 140.019\n", + "Max:\t\t 236.089\n", + "Mode:\t\t [104.978]\n", + "Variance:\t 777.4465622472835\n", + "STD:\t\t 27.88272874464197\n", + "Skewness:\t 0.48628728438337016\n", + "Kurtosis:\t -0.21021798978439588\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Review tempo\n", + "analyze_num_values(univ_num_df, \"tempo\")" + ] + }, + { + "cell_type": "markdown", + "id": "fe006bab", + "metadata": {}, + "source": [ + "#### Univariate Analysis Conclusions\n", + "- To songs trend to have a duration in between 3 and 4 min\n", + "- To songs trends to be danceable\n", + "- \n", + "\\#TODO: Finish Analisys \n", + "\n", + "**Doubts**:\n", + "- Shall I split the DataFrame in songs_info (properties of the song) and songs_poularity (popularity, location, rank, etc...) to have a better analysis?\n" + ] + }, + { + "cell_type": "markdown", + "id": "af9b95d2", + "metadata": {}, + "source": [ + "## Bivariate Analysis\n", + "- How Categorical Features relate with each other" + ] + }, + { + "cell_type": "code", + "execution_count": 176, + "id": "cf073325", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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is_explicitcontinentmodepopularitykeytime_signature
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.....................
2023914TrueAS08453
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\n", + "

2163827 rows × 6 columns

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" + ], + "text/plain": [ + " is_explicit continent mode popularity key time_signature\n", + "50 False AF 0 72 10 3\n", + "51 False AF 1 68 1 4\n", + "52 False AF 0 62 11 4\n", + "53 False AF 1 69 11 4\n", + "54 False AF 0 69 4 4\n", + "... ... ... ... ... ... ...\n", + "2023914 True AS 0 84 5 3\n", + "2023915 True AS 1 80 10 4\n", + "2023916 False AS 0 88 10 5\n", + "2023917 False AS 0 88 9 4\n", + "2023918 True AS 1 94 8 4\n", + "\n", + "[2163827 rows x 6 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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duration_msdanceabilityenergyloudnessspeechinessacousticnessinstrumentalnesslivenessvalencetempo
503499100.340.54-9.070.060.290.280.210.75176.76
514671450.510.43-11.190.050.580.370.110.56118.06
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532241870.850.68-10.330.070.090.000.040.81127.05
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.................................
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20239181323590.640.72-5.800.040.000.000.110.42141.90
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2052083 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " duration_ms danceability energy loudness speechiness \\\n", + "50 349910 0.34 0.54 -9.07 0.06 \n", + "51 467145 0.51 0.43 -11.19 0.05 \n", + "52 408813 0.81 0.54 -7.80 0.05 \n", + "53 224187 0.85 0.68 -10.33 0.07 \n", + "54 327451 0.74 0.46 -10.96 0.05 \n", + "... ... ... ... ... ... \n", + "2023914 310490 0.48 0.41 -9.24 0.05 \n", + "2023915 173253 0.77 0.64 -5.06 0.05 \n", + "2023916 184791 0.57 0.42 -7.62 0.07 \n", + "2023917 179560 0.63 0.45 -8.02 0.09 \n", + "2023918 132359 0.64 0.72 -5.80 0.04 \n", + "\n", + " acousticness instrumentalness liveness valence tempo \n", + "50 0.29 0.28 0.21 0.75 176.76 \n", + "51 0.58 0.37 0.11 0.56 118.06 \n", + "52 0.01 0.00 0.05 0.29 118.05 \n", + "53 0.09 0.00 0.04 0.81 127.05 \n", + "54 0.17 0.20 0.10 0.52 118.01 \n", + "... ... ... ... ... ... \n", + "2023914 0.51 0.00 0.26 0.10 88.88 \n", + "2023915 0.06 0.00 0.13 0.48 121.88 \n", + "2023916 0.55 0.00 0.10 0.69 124.36 \n", + "2023917 0.74 0.00 0.15 0.28 74.83 \n", + "2023918 0.00 0.00 0.11 0.42 141.90 \n", + "\n", + "[2052083 rows x 10 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Review columns\n", + "display(univ_cat_df)\n", + "display(univ_num_df)" + ] + }, + { + "cell_type": "markdown", + "id": "afb3061c", + "metadata": {}, + "source": [ + "### Categorical vs Categorical" + ] + }, + { + "cell_type": "markdown", + "id": "cc749e12", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: continent - is_explicit\n", + "Busines Question: What are the countries having more explicit songs?" + ] + }, + { + "cell_type": "code", + "execution_count": 177, + "id": "73303e44", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ], + "text/plain": [ + "is_explicit False True explicit_rate\n", + "continent \n", + "NA 140907 138084 49.49\n", + "SA 161611 115464 41.67\n", + "EU 597878 313649 34.41\n", + "OC 37449 18082 32.56\n", + "AF 84781 26479 23.80\n", + "AS 454729 74714 14.11" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Chi-square: 0.00 - Is there significant association? (chi2_pvalue<0.05): True\n", + "Cramér's V: 0.25 - How is the strength of the relation?: Moderate\n" + ] + } + ], + "source": [ + "crosstab_df = pd.crosstab(index=univ_cat_df[\"continent\"], columns=univ_cat_df[\"is_explicit\"])\n", + "ax = crosstab_df.plot(kind='bar', stacked=False)\n", + "plt.show()\n", + "\n", + "_, chi2_pvalue, _, _ = chi2_contingency(crosstab_df)\n", + "cramer_v = association(crosstab_df, method='cramer')\n", + "\n", + "crosstab_df[\"explicit_rate\"] = crosstab_df[True] * 100 / (crosstab_df[True] + crosstab_df[False])\n", + "display(crosstab_df.sort_values(\"explicit_rate\", ascending=False))\n", + "\n", + "print(f\"\\nChi-square: {chi2_pvalue:.2f}\", \" - Is there significant association? (chi2_pvalue<0.05): \", isChisquareStrong(chi2_pvalue))\n", + "print(f\"Cramér's V: {cramer_v:.2f}\", \" - How is the strength of the relation?: \", getCramervRelation(cramer_v))" + ] + }, + { + "cell_type": "markdown", + "id": "d6f2c467", + "metadata": {}, + "source": [ + "While is not the continent with more explicit content in the dataset, North America is the one having more in proportion with a 49.49% of the songs being explicit followed by South America (41.67%) and Europe (34.41)\n", + "\n", + "Chi-square and Cramér's V report a Moderate relation between these two attributes " + ] + }, + { + "cell_type": "markdown", + "id": "e8292a4e", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: key - mode\n", + "Busines Question: What are most common keys in Major and Minor mode?" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "id": "9088d333", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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mode01minor_ratemajor_rate
key
07434412521337.2562.75
19465815905137.3162.69
24824313451826.4073.60
3445542459664.4335.57
4994353168575.8424.16
51020528302155.1444.86
61319606763266.1133.89
78870611569543.4056.60
8661319675140.6059.40
97700212497538.1261.88
10854607187954.3245.68
111256209064658.0941.91
\n", + "
" + ], + "text/plain": [ + "mode 0 1 minor_rate major_rate\n", + "key \n", + "0 74344 125213 37.25 62.75\n", + "1 94658 159051 37.31 62.69\n", + "2 48243 134518 26.40 73.60\n", + "3 44554 24596 64.43 35.57\n", + "4 99435 31685 75.84 24.16\n", + "5 102052 83021 55.14 44.86\n", + "6 131960 67632 66.11 33.89\n", + "7 88706 115695 43.40 56.60\n", + "8 66131 96751 40.60 59.40\n", + "9 77002 124975 38.12 61.88\n", + "10 85460 71879 54.32 45.68\n", + "11 125620 90646 58.09 41.91" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Chi-square: 0.00 - Is there significant association? (chi2_pvalue<0.05): True\n", + "Cramér's V: 0.27 - How is the strength of the relation?: Moderate\n" + ] + } + ], + "source": [ + "crosstab_df = pd.crosstab(index=univ_cat_df[\"key\"], columns=univ_cat_df[\"mode\"])\n", + "\n", + "ax = sns.heatmap(crosstab_df, annot=True, cmap=\"Purples\", fmt=\"d\")\n", + "ax.set_yticklabels([\"C\", \"C#\", \"D\", \"D#\", \"E\", \"F\", \"F#\", \"G\", \"G#\", \"A\", \"A#\", \"B\"], rotation=0)\n", + "ax.set_xticklabels([\"Minor\", \"Major\"], rotation=0)\n", + "plt.show();\n", + "\n", + "_, chi2_pvalue, _, _ = chi2_contingency(crosstab_df)\n", + "cramer_v = association(crosstab_df, method='cramer')\n", + "\n", + "crosstab_df[\"minor_rate\"] = crosstab_df[0] * 100 / (crosstab_df[0] + crosstab_df[1])\n", + "crosstab_df[\"major_rate\"] = crosstab_df[1] * 100 / (crosstab_df[0] + crosstab_df[1])\n", + "\n", + "display(crosstab_df.sort_index())\n", + "print(f\"\\nChi-square: {chi2_pvalue:.2f}\", \" - Is there significant association? (chi2_pvalue<0.05): \", isChisquareStrong(chi2_pvalue))\n", + "print(f\"Cramér's V: {cramer_v:.2f}\", \" - How is the strength of the relation?: \", getCramervRelation(cramer_v))" + ] + }, + { + "cell_type": "markdown", + "id": "59f8f017", + "metadata": {}, + "source": [ + "We can see that c# is the most common key for major scale songs, followed by D, C and A.\n", + "For the minor scale the most common are F# and B.\n", + "\n", + "Chi-square and Cramér's V report a Moderate relation between these two attributes" + ] + }, + { + "cell_type": "markdown", + "id": "9c83e73c", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: key - time_signature" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "id": "8408b02b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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time_signature01345
key
001199140371828631458
10315133582331386898
20805117401691481068
300737761224549
401786163231112011810
501091102671695114204
608914242001646441834
7080135071860184796
8010752211552942260
91546264641722522714
100376288181263091836
110957104632030391807
\n", + "
" + ], + "text/plain": [ + "time_signature 0 1 3 4 5\n", + "key \n", + "0 0 1199 14037 182863 1458\n", + "1 0 315 13358 233138 6898\n", + "2 0 805 11740 169148 1068\n", + "3 0 0 7377 61224 549\n", + "4 0 1786 16323 111201 1810\n", + "5 0 1091 10267 169511 4204\n", + "6 0 8914 24200 164644 1834\n", + "7 0 80 13507 186018 4796\n", + "8 0 107 5221 155294 2260\n", + "9 1 546 26464 172252 2714\n", + "10 0 376 28818 126309 1836\n", + "11 0 957 10463 203039 1807" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Chi-square: 0.00 - Is there significant association? (chi2_pvalue<0.05): True\n", + "Cramér's V: 0.11 - How is the strength of the relation?: Weak\n" + ] + } + ], + "source": [ + "crosstab_df = pd.crosstab(index=univ_cat_df[\"key\"], columns=univ_cat_df[\"time_signature\"])\n", + "\n", + "ax = crosstab_df.plot(kind='bar', stacked=False, figsize=(10,5), cmap=\"coolwarm\")\n", + "ax.set_yscale('log')\n", + "ax.set_xticklabels([\"C\", \"C#\", \"D\", \"D#\", \"E\", \"F\", \"F#\", \"G\", \"G#\", \"A\", \"A#\", \"B\"], rotation=0)\n", + "ax.legend([\"1/4\", \"2/4\", \"3/4\", \"4/4\", \"5/4\"])\n", + "plt.show();\n", + "\n", + "_, chi2_pvalue, _, _ = chi2_contingency(crosstab_df)\n", + "cramer_v = association(crosstab_df, method='cramer')\n", + "\n", + "display(crosstab_df.sort_index())\n", + "print(f\"\\nChi-square: {chi2_pvalue:.2f}\", \" - Is there significant association? (chi2_pvalue<0.05): \", isChisquareStrong(chi2_pvalue))\n", + "print(f\"Cramér's V: {cramer_v:.2f}\", \" - How is the strength of the relation?: \", getCramervRelation(cramer_v))" + ] + }, + { + "cell_type": "markdown", + "id": "7a98ed69", + "metadata": {}, + "source": [ + "Therere is relation but it is weak. \n", + "The weak relation is probably because big majority of the songs are in 4/4." + ] + }, + { + "cell_type": "markdown", + "id": "efbe722a", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: mode - time_signature" + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "id": "abf70f8b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
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time_signature01345
mode
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" + ], + "text/plain": [ + "time_signature 0 1 3 4 5\n", + "mode \n", + "0 0 12866 71680 932085 21534\n", + "1 1 3310 110095 1002556 9700" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Chi-square: 0.00 - Is there significant association? (chi2_pvalue<0.05): True\n", + "Cramér's V: 0.09 - How is the strength of the relation?: Negligible\n" + ] + } + ], + "source": [ + "crosstab_df = pd.crosstab(index=univ_cat_df[\"mode\"], columns=univ_cat_df[\"time_signature\"])\n", + "\n", + "ax = sns.heatmap(crosstab_df, annot=True, cmap=\"Purples\", fmt=\"d\")\n", + "ax.set_xticklabels([\"1/4\", \"2/4\", \"3/4\", \"4/4\", \"5/4\"], rotation=0)\n", + "ax.set_yticklabels([\"Minor\", \"Major\"], rotation=0)\n", + "plt.show();\n", + "\n", + "_, chi2_pvalue, _, _ = chi2_contingency(crosstab_df)\n", + "cramer_v = association(crosstab_df, method='cramer')\n", + "\n", + "display(crosstab_df.sort_index())\n", + "print(f\"\\nChi-square: {chi2_pvalue:.2f}\", \" - Is there significant association? (chi2_pvalue<0.05): \", isChisquareStrong(chi2_pvalue))\n", + "print(f\"Cramér's V: {cramer_v:.2f}\", \" - How is the strength of the relation?: \", getCramervRelation(cramer_v))" + ] + }, + { + "cell_type": "markdown", + "id": "1c54ab40", + "metadata": {}, + "source": [ + "Similar to the previous relation, this one is Negligible probabl probably because big majority of the songs are in 4/4." + ] + }, + { + "cell_type": "markdown", + "id": "bce30f21", + "metadata": {}, + "source": [ + "### Categorical vs Continuous" + ] + }, + { + "cell_type": "markdown", + "id": "ba54c4cb", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: popularity - continent\n", + "Business Question: How is populatiy influenced by the Country?" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "id": "809dc1fd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(data=univ_cat_df, x=\"popularity\", y=\"continent\", hue=\"continent\", palette=\"coolwarm\", legend=False)\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "id": "fba56644", + "metadata": {}, + "source": [ + "We can see that that Oceania is where the songs have high popularity. It is also where the valies seems more condensed (leaving outside outliers)\n", + "In contrast Europe has much more dispersion on the popularity of these songs.\n", + "Africa is the continent where the songs in the dataset has less popularity" + ] + }, + { + "cell_type": "markdown", + "id": "0620500c", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: popularity - mode\n", + "Bunsiness Question: What mode makes songs more popular?" + ] + }, + { + "cell_type": "code", + "execution_count": 182, + "id": "b96c9ec9", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_9663/3573532410.py:2: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels([\"Minor\", \"Major\"]);\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = sns.boxplot(data=univ_cat_df, y=\"popularity\", x=\"mode\", hue=\"mode\", palette=\"coolwarm\", legend=False);\n", + "ax.set_xticklabels([\"Minor\", \"Major\"]);\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "id": "2c50b94a", + "metadata": {}, + "source": [ + "The relation between mode and popularity shows that Major scale songs are more popular than Minor but, the 25 and 75 percentiles are not too far away from each other (specially the second one)." + ] + }, + { + "cell_type": "markdown", + "id": "3fdb8256", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: popularity - key\n", + "Business Question: What key makes song more popular?\n" + ] + }, + { + "cell_type": "code", + "execution_count": 183, + "id": "40d837ef", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_9663/2022010787.py:3: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax.set_xticklabels([\"C\", \"C#\", \"D\", \"D#\", \"E\", \"F\", \"F#\", \"G\", \"G#\", \"A\", \"A#\", \"B\"])\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(15,5))\n", + "ax = sns.violinplot(data=univ_cat_df, y=\"popularity\", x=\"key\", hue=\"key\",palette=\"coolwarm\", legend=False);\n", + "ax.set_xticklabels([\"C\", \"C#\", \"D\", \"D#\", \"E\", \"F\", \"F#\", \"G\", \"G#\", \"A\", \"A#\", \"B\"])\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "id": "29029af1", + "metadata": {}, + "source": [ + "While there is a bit of varioation between the different keys, it's value doesn't seem to have a big impact on the popularity" + ] + }, + { + "cell_type": "markdown", + "id": "e3684793", + "metadata": {}, + "source": [ + "### Continuous vs Continuous" + ] + }, + { + "cell_type": "markdown", + "id": "d5eecd3d", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: popularity - duration_ms\n", + "Business Question: Is there relation between the song duration and its popularity?" + ] + }, + { + "cell_type": "code", + "execution_count": 184, + "id": "738312d7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "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", + "
popularityduration_ms
popularity1.000.03
duration_ms0.031.00
\n", + "
" + ], + "text/plain": [ + " popularity duration_ms\n", + "popularity 1.00 0.03\n", + "duration_ms 0.03 1.00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parson correlation coeficient: 0.03\n", + "Spearman correlation coeficient: 0.07\n" + ] + } + ], + "source": [ + "column1 = \"popularity\"\n", + "column2 = \"duration_ms\"\n", + "tmp_df = songs_df[[column1, column2]].copy()\n", + "\n", + "correlation_matrix = tmp_df.corr()\n", + "\n", + "sm.qqplot(tmp_df[column1], line='s');\n", + "plt.show()\n", + "sm.qqplot(tmp_df[column2], line='s');\n", + "plt.show()\n", + "\n", + "mask = np.triu(np.ones_like(correlation_matrix, dtype=bool))\n", + "sns.heatmap(correlation_matrix, mask=mask, annot=True, cmap=\"coolwarm\")\n", + "plt.show()\n", + "\n", + "display(correlation_matrix)\n", + "\n", + "# method pearson\n", + "parsCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"pearson\")), 2)\n", + "# method spearman\n", + "spearCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"spearman\")), 2)\n", + "print(f\"Parson correlation coeficient: {parsCorr:.2f}\")\n", + "print(f\"Spearman correlation coeficient: {spearCorr:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "cd00c146", + "metadata": {}, + "source": [ + "Based on the results of the heatmap and the Parson and Spearman correlations we can say there is no correlation between these two features" + ] + }, + { + "cell_type": "markdown", + "id": "c10e0590", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: popularity - danceability\n", + "Business Question: Is there relation between the song danceability and its popularity?" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "id": "f70757c2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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popularitydanceability
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" + ], + "text/plain": [ + " popularity danceability\n", + "popularity 1.00 -0.05\n", + "danceability -0.05 1.00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parson correlation coeficient: -0.05\n", + "Spearman correlation coeficient: -0.05\n" + ] + } + ], + "source": [ + "column1 = \"popularity\"\n", + "column2 = \"danceability\"\n", + "tmp_df = songs_df[[column1, column2]].copy()\n", + "\n", + "correlation_matrix = tmp_df.corr()\n", + "\n", + "sm.qqplot(tmp_df[column1], line='s');\n", + "plt.show()\n", + "sm.qqplot(tmp_df[column2], line='s');\n", + "plt.show()\n", + "\n", + "sns.scatterplot(data=tmp_df, x=column1, y=column2, hue=column2, palette=\"coolwarm\")\n", + "plt.show()\n", + "\n", + "display(correlation_matrix)\n", + "\n", + "# method pearson\n", + "parsCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"pearson\")), 2)\n", + "# method spearman\n", + "spearCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"spearman\")), 2)\n", + "print(f\"Parson correlation coeficient: {parsCorr:.2f}\")\n", + "print(f\"Spearman correlation coeficient: {spearCorr:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "5739181d", + "metadata": {}, + "source": [ + "These two features seems to have a very small negative correlation (based on the coeficients) but it is very low to be relevant" + ] + }, + { + "cell_type": "markdown", + "id": "fde7d243", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: popularity - energy\n", + "Business Question: Is there relation between the song energy and its popularity?" + ] + }, + { + "cell_type": "code", + "execution_count": 186, + "id": "fd8426c0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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popularityenergy
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energy-0.011.00
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" + ], + "text/plain": [ + " popularity energy\n", + "popularity 1.00 -0.01\n", + "energy -0.01 1.00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parson correlation coeficient: -0.01\n", + "Spearman correlation coeficient: -0.02\n" + ] + } + ], + "source": [ + "column1 = \"popularity\"\n", + "column2 = \"energy\"\n", + "tmp_df = songs_df[[column1, column2]].copy()\n", + "\n", + "correlation_matrix = tmp_df.corr()\n", + "\n", + "sm.qqplot(tmp_df[column1], line='s');\n", + "plt.show()\n", + "sm.qqplot(tmp_df[column2], line='s');\n", + "plt.show()\n", + "\n", + "sns.jointplot(data=tmp_df, x=column1, y=column2, hue=column2, palette=\"coolwarm\")\n", + "plt.show()\n", + "\n", + "display(correlation_matrix)\n", + "\n", + "# method pearson\n", + "parsCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"pearson\")), 2)\n", + "# method spearman\n", + "spearCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"spearman\")), 2)\n", + "print(f\"Parson correlation coeficient: {parsCorr:.2f}\")\n", + "print(f\"Spearman correlation coeficient: {spearCorr:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "b3df3177", + "metadata": {}, + "source": [ + "It seems to not be correlation between popularity and energy" + ] + }, + { + "cell_type": "markdown", + "id": "d27ca849", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: popularity - loudness\n", + "Business Question: Is there relation between the song loudness and its popularity?" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "id": "aeb51aaa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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eeOONmjx5spqamjRjxgw9/fTTOz1+y5YtuvjiizVhwgSl02kdfPDBuv/+++t0twCwBwkrn2bocMn3iyqelD4BxCfR+yHxufPOOzV37lzddNNNmjFjhm644QbNnj1bK1eu1NixY7sdn8lk9LGPfUxjx47V73//e02cOFFvvvmmRowYUf+bB4CBzlpVXFmJpZYAxKih4fP666/XRRddpAsuuECSdNNNN+m+++7TLbfcoq997Wvdjr/lllu0efNmPfnkk0omk5KkyZMn1/OWAWDPUd5w1Lg7ATCINGzYPZPJaOnSpZo1a1bhZhxHs2bN0uLFiyuec++992rmzJm6+OKLNW7cOB1++OH69re/Lc/z6nXbALDnyDcclVc6qXwCiFHDKp8bN26U53kaN25cyevjxo3Tyy+/XPGc1157TY888ojOPvts3X///Vq1apW++MUvKpvNat68eRXP6erqUldXV/R1W1tb7R4CAAa0sPJZHDbZXRNAzBrecNQfvu9r7Nix+vd//3dNmzZNZ555pv75n/9ZN910U4/nzJ8/X8OHD48+Jk2aVMc7BoD6eOcr52vzf/ykfyfZcFH5kgF3E+50BADxaFj4HD16tFzX1bp160peX7duncaPH1/xnAkTJujggw+W67rRa4ceeqjWrl2rTCZT8ZyrrrpKW7dujT7eeuut2j0EAOwmbMcO7XjmMUmS39XZx5P80nU+o9BJ+AQQn4aFz1QqpWnTpmnhwoXRa77va+HChZo5c2bFcz7wgQ9o1apV8n0/eu1///d/NWHCBKVSqYrnpNNptba2lnwAwJ4q88Yr+uuXzlHmzVW9H1zWcFR4vea3BQCRhg67z507VzfffLNuv/12rVixQl/4whfU3t4edb+fe+65uuqqq6Ljv/CFL2jz5s267LLL9L//+7+677779O1vf1sXX3xxox4BAHYrmbdelyRl17y90+OiofXKay3FcGcAEGjoUktnnnmmNmzYoGuuuUZr167VUUcdpQceeCBqQlq9erUcp5CPJ02apAcffFBXXHGFjjzySE2cOFGXXXaZvvrVrzbqEQBg9xKu/mGKpidVlg+Ylbrda35XABBpaPiUpDlz5mjOnDkV31u0aFG312bOnKk///nPMd8VAAxM1ssFn7i9/HiPKp+SzadNdjgCUAcDqtsdALBz1u9j5bNk2L2H9wAgBoRPANiT5DfdSPSx8snCngDqjPAJAHsQm8tKkozTj8pn4cXS9wAgBoRPANiT5CufvTYchYwJ1vssQfgEEB/CJwDsQWxfu927BU4AqA/CJwDsSfyw29308uM9HFo3Ret8RmvOU/gEECPCJwDsQfKVz94P3FnDEekTQHwInwCwJ+lv+Oy21FKFpZcAoIYInwCwB4kWme+lY92WJExb0vVuSZ8AYkT4BIA9SL+H3U2FSZ4stQQgRoRPANiTROGzlwBZFD4t22oCqCPCJwDsQQrD7r0dWNxwVLa3O5VPADEifALAnqSKyicFTwD1RPgEgD1JX6uWUfhU6a/9uQYAVKGq8Pnoo4/W+j4AALWQD5G9BcjiYXfrqyx91v6+ACBUVfg86aSTdMABB+hb3/qW3nrrrVrfEwBgF/VevAy31zQVQifZE0CMqgqf77zzjubMmaPf//732n///TV79mz99re/VSaTqfX9AQDiUGGppULmJH0CiE9V4XP06NG64oortHz5cj311FM6+OCD9cUvflF77723Lr30Uj377LO1vk8AQL/0Z9i96HX2dgcQs11uODrmmGN01VVXac6cOdq+fbtuueUWTZs2TR/84Af14osv1uIeAQD91dsOR90ajopDKOkTQHyqDp/ZbFa///3v9YlPfEL77ruvHnzwQf3kJz/RunXrtGrVKu27774644wzanmvAIBaKal8ssMRgPpJVHPSJZdcot/85jey1uqcc87Rd7/7XR1++OHR+0OGDNH3v/997b333jW7UQBADYUB05gK4RMAYlRV+HzppZf04x//WKeffrrS6XTFY0aPHs2STADQKH1daqmk210qXXIJAGqvqmH3efPm6YwzzugWPHO5nB577DFJUiKR0Ic//OFdv0MAwE7ZSkGz12pm+faaRXM+qYQCiFFV4fOEE07Q5s2bu72+detWnXDCCbt8UwCAfqgmLPZY+ZQsDUcAYlRV+LTWBvOEymzatElDhgzZ5ZsCAPTDroTPSueTPQHEqF9zPk8//XRJwQT1888/v2TY3fM8PffcczruuONqe4cAgJ2rZti9uPJZtMSSCX8FgLj0K3wOHz5cUlD5HDZsmJqbm6P3UqmU3v/+9+uiiy6q7R0CAHauJGhGm7v3dlJ4eIVV5cmeAGLUr/B56623SpImT56sK6+8kiF2ANgtdE+Lvfcb7WTYnfQJIEZVLbU0b968Wt8HAKBaVU357LnhiG53AHHqc/g85phjtHDhQo0cOVJHH310xYajvGXLltXk5gAAvavcnd6Pvd2LscwngJj1OXyeeuqpUYPRaaedFtf9AAD6a5cbjmy03Ke1fTgXAHZBn8Nnfqjd8zydcMIJOvLIIzVixIi47gsAECdb3nBUofEIAGLQ73U+XdfViSeeqHfffTeO+wEA9FfFymdv5/iVjzU9XA8AaqSqReYPP/xwvfbaa7W+FwBANSqGxb4vtVSYM1r+KwDUXlXh81vf+pauvPJK/fd//7fWrFmjtra2kg8AQIP1cc6nKVpkvmiteQCITVVLLX3iE5+QJH3yk58s6XrPb7vpeV5t7g4A0Ltqhsn94m531vkEUD9Vhc9HH3201vcBAKhaNWGxwjqflimfAOJXVfj88Ic/XOv7AABUq6RhKAyTvSRIm284yi+1FC3waUqbkQCgxqoKn3k7duzQ6tWrlclkSl4/8sgjd+mmAAB9V7LIvO1j05Dd2bA7AMSnqvC5YcMGXXDBBfrjH/9Y8X3mfAJAHVUzTl6yyHwNrgcAfVRVt/vll1+uLVu26KmnnlJzc7MeeOAB3X777TrooIN077331voeAQA7U3HYvbdzysKnqfAeAMSgqsrnI488onvuuUfTp0+X4zjad9999bGPfUytra2aP3++Tj755FrfJwCgR92H3W1/ttdknU8AdVRV5bO9vV1jx46VJI0cOVIbNmyQJB1xxBFatmxZ7e4OANC7ahaZLznHEjcB1E1V4XPKlClauXKlJGnq1Kn6t3/7N73zzju66aabNGHChJreIACgH4qXTtqZom73qEqa/4VhdwAxqmrY/bLLLtOaNWskSfPmzdNJJ52kX/3qV0qlUrrttttqeX8AgN5Utbd7ecNR6XqfABCXqsLnZz/72ejzadOm6c0339TLL7+sffbZR6NHj67ZzQEA+mIXht1NhaWWWOcTQIx2aZ3PvJaWFh1zzDG1uBQAoL+qWmmpaJ1PhtkB1FGfw+fcuXP7fNHrr7++qpsBAPRfxTmavXa7B9VNU2mOKGEUQIz6HD7/8pe/9Om4ij/IAAAxqnLOZ9lWnIVTCJ8A4tPn8Pnoo4/GeR8AgGpVzIp9mPNZvg+8teFum4RPAPGpaqklAMDupJpJn74KHe6l57PUEoA4VdVwdMIJJ+x0eP2RRx6p+oYAAP1U1ZzPCpXP6L3a3BYAVFJV+DzqqKNKvs5ms1q+fLleeOEFnXfeebW4LwBAX1UTFovDZ00uCAB9U1X4/OEPf1jx9WuvvVbbt2/fpRsCAPRX97DYp73de6x8Ej4BxKemcz4/+9nP6pZbbqnlJQEAvakiLNqSOZ8AUD81DZ+LFy9WU1NTLS8JAOiHQsWzmm53iUXngV13/PHH6/LLL4/1e5x//vk67bTTYv0ecalq2P30008v+dpaqzVr1mjJkiW6+uqra3JjAIC+qbzIfK8nMewOoCGqCp/Dhw8v+dpxHE2ZMkXXXXedTjzxxJrcGACgr6rqOKrQcFS03icAxKSqYfdbb7215OMXv/iFFixYQPAEgEaolBV7C5C+L9PDOp8Aaufdd9/Vueeeq5EjR6qlpUUf//jH9corr0TvX3vttd1WEbrhhhs0efLk6GvP8zR37lyNGDFCo0aN0le+8pVuIx7HH3+8Lr30Un3lK1/RXnvtpfHjx+vaa68tOWbLli268MILNWbMGLW2tuojH/mInn322ej9Z599VieccIKGDRum1tZWTZs2TUuWLJEkvfnmmzrllFM0cuRIDRkyRO9973t1//33V/V7sktzPpcsWaJf/vKX+uUvf6mlS5fuyqUAANWqGDTpdgd2B+eff76WLFmie++9V4sXL5a1Vp/4xCeUzWb7fI0f/OAHuu2223TLLbfo8ccf1+bNm3XXXXd1O+7222/XkCFD9NRTT+m73/2urrvuOj388MPR+2eccYbWr1+vP/7xj1q6dKmOOeYYffSjH9XmzZslSWeffbbe85736JlnntHSpUv1ta99TclkUpJ08cUXq6urS4899pief/55fec739HQoUOr+j2patj97bff1llnnaUnnnhCI0aMkBSk6eOOO0533HGH3vOe91R1MwCAahSFxZLmoV7OCcOn7XYO4ROohVdeeUX33nuvnnjiCR133HGSpF/96leaNGmS7r77bp1xxhl9us4NN9ygq666Kuq5uemmm/Tggw92O+7II4/UvHnzJEkHHXSQfvKTn2jhwoX62Mc+pscff1xPP/201q9fr3Q6LUn6/ve/r7vvvlu///3v9bnPfU6rV6/Wl7/8ZR1yyCHRNfJWr16tv/u7v9MRRxwhSdp///2r/F2psvJ54YUXKpvNasWKFdq8ebM2b96sFStWyPd9XXjhhVXfDACgCjvJiu1LnlDnqysrnFNc+Sx6nb3dgZpZsWKFEomEZsyYEb02atQoTZkyRStWrOjTNbZu3ao1a9aUXCORSGj69Ondjj3yyCNLvp4wYYLWr18vKRhS3759u0aNGqWhQ4dGH6+//rpeffVVSdLcuXN14YUXatasWVqwYEH0uiRdeuml+ta3vqUPfOADmjdvnp577rm+/0aUqSp8/ulPf9LPfvYzTZkyJXptypQp+vGPf6zHHnus6psBAFSj52H3DTd9V2vnf6X7277tdiyRE6g/x3G6zd/sz5B8sfwQeZ4xRr7vS5K2b9+uCRMmaPny5SUfK1eu1Je//GVJwfzTF198USeffLIeeeQRHXbYYdHw/oUXXqjXXntN55xzjp5//nlNnz5dP/7xj6u6z6rC56RJkyr+xniep7333ruqGwEAVKmKvd2tfMk40VelpxJDgVo49NBDlcvl9NRTT0Wvbdq0SStXrtRhhx0mSRozZozWrl1b8t/d8uXLo8+HDx+uCRMmlFwjl8v1u9fmmGOO0dq1a5VIJHTggQeWfIwePTo67uCDD9YVV1yhhx56SKeffrpuvfXW6L1Jkybp85//vP7whz/oS1/6km6++eZ+3UNeVeHze9/7ni655JKoA0oKmo8uu+wyff/736/qRgAAdWRtYYOjbmGT8AnUwkEHHaRTTz1VF110kR5//HE9++yz+uxnP6uJEyfq1FNPlRR0qW/YsEHf/e539eqrr+rGG2/UH//4x5LrXHbZZVqwYIHuvvtuvfzyy/riF7+oLVu29OteZs2apZkzZ+q0007TQw89pDfeeENPPvmk/vmf/1lLlixRR0eH5syZo0WLFunNN9/UE088oWeeeUaHHnqoJOnyyy/Xgw8+qNdff13Lli3To48+Gr3XX1WFz/PPP1/Lly/XjBkzlE6nlU6nNWPGDC1btkz/8A//oL322iv6AADEq7RS2cfgaK2i9FneaET2BGrm1ltv1bRp0/S3f/u3mjlzpqy1uv/++6Mh8kMPPVQ//elPdeONN2rq1Kl6+umndeWVV5Zc40tf+pLOOeccnXfeeZo5c6aGDRumT33qU/26D2OM7r//fn3oQx/SBRdcoIMPPlif/vSn9eabb2rcuHFyXVebNm3Sueeeq4MPPlh///d/r49//OP6xje+ISkY3b744ot16KGH6qSTTtLBBx+sn/70p1X9nhhbxfjK7bff3udjzzvvvP5ePlZtbW0aPny4tm7dqtbW1kbfDgDssszbb2j9d4J5nelDpqprxXKNOOv/augHZumNC4PqyuSf31NyTudj9yj3+ktq+ujfa8dDv1N2wxr5nZ1KtbbIPeRYDf34WXV/DgCDQ1VLLe1ugRIAEIqWTer7Op+2vNTJnE8AMaoqfEpB+fXuu++Olgp473vfq09+8pNyXbdmNwcA6IOisNjn2Gj9HhaZN4RPALGqKnyuWrVKn/jEJ/TOO+9Eyy3Nnz9fkyZN0n333acDDjigpjcJANiZCovM93pK0ZzPnVwOAGqtqoajSy+9VAcccIDeeustLVu2TMuWLdPq1au133776dJLL631PQIAdsZW+KIPw+6muPJZ6RoAEIOqKp9/+tOf9Oc//7mkm33UqFFasGCBPvCBD9Ts5gAAfVHd3u62OHzmi6Cm91MBYFdUVflMp9Patm1bt9e3b9+uVCq1yzcFAOgH2/9hd2tt0aC77eFXAKi9qsLn3/7t3+pzn/ucnnrqKVlrZa3Vn//8Z33+85/XJz/5yVrfIwBgZyoOu/d2jl+6t3v+Q6LhCECsqgqfP/rRj3TAAQdo5syZampqUlNTk4477jgdeOCB+td//dda3yMAYCdKlkry8y/2ZaklttcEUH9VzfkcMWKE7rnnHq1atUovvfSSJOmwww7TgQceWNObAwD0QcUdjuzOQ2QPQ/U99L8DQM1Uvc7nL37xC/3whz/UK6+8IinYv/Tyyy/XhRdeWLObAwD0U0kO9Xs8rGSR+TB82uL3ACAmVYXPa665Rtdff70uueQSzZw5U5K0ePFiXXHFFVq9erWuu+66mt4kAGAnKlU+rSRvZ+GzaM5n9zdrdGMA0F1V4fNnP/uZbr75Zp11VmHv309+8pM68sgjdckllxA+AaCuuodPKyvrezs5pXiRebbXBFA/VTUcZbNZTZ8+vdvr06ZNUy6X2+WbAgD0Q0n2LFpk3u9t2L3wuY2uw6xPAPGqKnyec845+tnPftbt9X//93/X2Wefvcs3BQDohx4qldbbWeXTVxQ0ox2O+rg7EgDsgl1qOHrooYf0/ve/X5L01FNPafXq1Tr33HM1d+7c6Ljrr79+1+8SALATlbrdJe1k2N0WNRx1m+JJ+AQQo6rC5wsvvKBjjjlGkvTqq69KkkaPHq3Ro0frhRdeiI4zPU5mBwDUTMWVlqxs0bC7Ld7LPXy/YsORKb8gANRWVeHz0UcfrfV9AACqVLzIvC0KnyWVTy8nJZIqOdD01HAUy20CgKQq53wCAHYjPSwYb4uWWrLlzaAlcz5LG5Ms6RNAjAifADDQ9ZQVi4fdy5uPiofhC5siAUDsCJ8AMOAVp8YwcNqydT698srnzobdSaEA4kP4BICBrnhv9myXmkcPl/VyJXM+yyuftniHo27d7nHdKAAQPgFgj2K8ruCTbFdJ4LSVKp/lOxxFze+kTwDxIXwCwEBXaZi8fIejbg1Hxet8Fu0HX/oJANQc4RMABrzuYdGWLbVUqeGodNjdyhpJMmRPALEifALAQNdDWCxZaqnbsHvx8kq2tHhKwxGAGBE+AWCAsyXrfEYvlgZMv3Qtz0rd7iaaBkr4BBAfwicADHiV53yWDLXvLHzmT+9h5SUAqKXdInzeeOONmjx5spqamjRjxgw9/fTTfTrvjjvukDFGp512Wrw3CAC7s4phsWzOp91Z+GStJQD10/Dweeedd2ru3LmaN2+eli1bpqlTp2r27Nlav379Ts974403dOWVV+qDH/xgne4UAHZXlcPiziufhe01rbWlSy+RPQHEqOHh8/rrr9dFF12kCy64QIcddphuuukmtbS06JZbbunxHM/zdPbZZ+sb3/iG9t9//zreLQDshio1CPl+aeDsZc5nab8R6RNAfBoaPjOZjJYuXapZs2ZFrzmOo1mzZmnx4sU9nnfddddp7Nix+sd//Md63CYA7N5KW9Wj14q317Rl4dMW7+3e/YK1vT8AKJJo5DffuHGjPM/TuHHjSl4fN26cXn755YrnPP744/rFL36h5cuX9+l7dHV1qaurK/q6ra2t6vsFgN1SpW532d4rn2XD7IWrED4BxKfhw+79sW3bNp1zzjm6+eabNXr06D6dM3/+fA0fPjz6mDRpUsx3CQCNZ/2yyme3hiO/rOEoGIY3hkXmAcSroZXP0aNHy3VdrVu3ruT1devWafz48d2Of/XVV/XGG2/olFNOiV7zw/+bTyQSWrlypQ444ICSc6666irNnTs3+rqtrY0ACmDPYivVLH3J68c6nywyD6BOGlr5TKVSmjZtmhYuXBi95vu+Fi5cqJkzZ3Y7/pBDDtHzzz+v5cuXRx+f/OQndcIJJ2j58uUVQ2U6nVZra2vJBwDsScrahYJffKvM268pOaQpCJn+zrbXtN3fA4CYNLTyKUlz587Veeedp+nTp+vYY4/VDTfcoPb2dl1wwQWSpHPPPVcTJ07U/Pnz1dTUpMMPP7zk/BEjRkhSt9cBYNDoISt6a9+WFGTM8oaj4KQeGo4InwBi1PDweeaZZ2rDhg265pprtHbtWh111FF64IEHoiak1atXy3EG1NRUAKiz7mHR+r5spjP8ynQfdvf9Qr9RGDYLUZTwCSA+DQ+fkjRnzhzNmTOn4nuLFi3a6bm33XZb7W8IAAaSit3uvmwmXOnDqHv4VPe93btfAwBqj5IiAAx0lcKib+Xnl5kzpm/ba/YURgGghgifADDgVQqLVrarQ1I4nF5hkfmSdT4rVk8BoPYInwAw0FVqELJWyuWCz43p3nBUstQSANQP4RMA9ihF22t6+fApdb78vNbf+O2iw4q73f3wTIbdAcRvt2g4AgDsggqVz87/fTFa29MYo/bFj3Y/xxQPu+/8egBQK1Q+AWCAsxUqlX7blgqNRJLND8VbG2ylGX5eurM74RNAfAifADDQVcqKYbC0RZ9Lks1mwk/K53zScASgPgifADDQlS+jVKYkYmYy+c9UtMq8ZIuO6uV6ALArCJ8AMNBV2Nq9ECVNSfr08wvPWyuZwu5GwaE0HAGIH+ETAAa8CmExnyONUcnGmdl8+PTD9/LnMuwOoD4InwAw0NkKzUL5KmbZWp7RsHvJUkslg/AifQKIE+ETAPZgxjglw+42mykMtRsTBVfjZVQ6OxQA4kH4BICBrtLWmFHls/THvM1kSpdgyn9ui85hnU8AMSJ8AsAAV9I0VD5k7pQPu3cVhUtTdLgtan4nfAKID+ETAPZAUeQsq3z62S6pZF4oyyoBqC/CJwAMdEWVSsd1lBg2RJIJKpjGUWrkcA07YFJwaMmwu6ScV7hOPqhS+QQQI8InAAx4hbCYSCeDbTPdsPbpGA2dPFHNE8YER2YzJcPu3ratO70eANQa4RMABrrirFjWsG6SydJDM5nCDkbGyO/cUXRwUfMRAMSE8AkAA12FbndjgmYi45R1uxdVPo0xsrls0XnscAQgfoRPABjwuodFo3D3om6LzJd1u+dyfbkcANQM4RMABrqdhEXHdUsPLV9k3stG77HDEYB6IHwCwIBXISzmf7qXLzLv+yWLzNviyme0zTvhE0B8CJ8AMMBVXhQ+XEDeLfsx7/uFhiMZ2Wyh8knkBFAPhE8AGOh6qFRalTUcGROGz6J1Pr1cdLQhfgKoA8InAAx0FcJn1GdkSl+0tmzYPR8+bfQPht0BxIrwCQB7sqIcabpVPsvmfAJAHRA+AWCgC7fRLGGMZK2MKUmfpQ1HKqzzWVrrpPIJID6ETwAY6KyVHFP5raLPjVHYbFTY4ajyOp+ETwDxIXwCQIN1/u+L6njpL1Wfb63fvfIZTvYsiaROhWF3L1d+CgDEivAJAA224YZrtPEn36r+AtYG8zm7vS7527ZEX5pKw+75ReatLSqTUvkEEB/CJwAMdNZKTvmcz5Jfwi+CyqctWWrJKz8FAGJF+ASAga5S+JSRVdlc0PJu97JF5gvXi+tGAYDwCQADX8Vu9/CXouF4J90UrvPpF94rnvNJ6gRQB4RPABjgrPWLdjIKAqTJf1ocPocNr9Bw5Klc5e06AaA2CJ8AMNBZWxIyJRW+LnrdHTK0tOGorNudzAmgHgifADDQVQyf4S/Fr5cvtaSypZaKrwcAMSF8AsBA5/th+CwNoIm93yM5pqi73ek27B51uxfv7c7cTwAxInwCwB7AGNNtrSRjHJl84JRknPw6n0U7HHnB51aWzAmgLgifADDABTscmZKhdyMFzURGsn6YKj2/dJ1PGckPKp+O6xZCKcPuAGJE+ASAgc5aSaZ0uSUTBEtjnChsdr39hmw2U9pwZAvd7pbSJ4A6IHwCwEDnhw1HTum4u/U8KeEWht2j7vbiHY4K8zxNPpRS+QQQI8InAAx04bC7KV9o3loZxy0MszsmOLa42933ig8PXmWfTQAxInwCwEBXadhdCobdXaes8lkIn92G2Wl2B1AHhE8AGOCsrTDsbqT0kJSM6xaNoocNRuELxvfLGuT9+twwgEGN8AkAA5214VJLxT/SjVItKblJR7JW1tpgON3aQle7XxQ2ben1ACAuhE8AGOisDUbdK07WNGHgtJLjlGyvaX0qnQDqj/AJAAOd9SUZySn8SDdFn+Q3LzKmdHtN6/ulC9NbJn0CiB/hEwAGuvycT1M65zP6xNqguciotNudyieABiB8AsAAFzUclc35LBygqPJpi3Y4srYsfEaFTyqfAOJD+ASAgS6/zqdTYc6nye/bHsz5jOZ/StG+7uFF6nKrAED4BICBzq9Q+QyH4I1M6XJKvl+52x0A6oTwCQADXS9bE9l8tdOYYKi9eNi94ilUQQHEh/AJAANe93U+oxxq8keEfBt9FezzXnqdkmMBIAaETwAY4PINRxXnfEphw1EYUIvmfNpuOxwVHQ8AMSF8AsBA54frfFaY81kyrm4MSy0BaDjCJwA0kK3FskbWD/Z1rzTn05TP+Szqdvdzqjzpk9IngPgQPgGgkWoQPq3nyxinZIejSoxR6Q5HXg+VT7IngBglGn0DADCo1aLy6XuS48g4TuU5nPlXTfD9osXlPa/sXvKHkz4BxIfKJwA0UvkuQ1VdIgifJd3u0SfBZ8HwfoU5n8Z0L3SSPQHEiMonADRSLQqf29tkczmZZEryKh1ho+01VTT/M6iY9tAhDwAxofIJAA1UvL96tc1HmbfeVGb167K58nU78xcO/5FvSAornvI8ybhVfU8AqBbhEwB2F9XO/8wPrWe6il8sXNbzggAaDcEHSzNZL1fSIB9991rMQwWAHhA+AaCRitfarDb05aunxfNH8z1GxgThU0VTQvNzPX2vdG1QJnsCqAPCJwA0UkngrDL8heHS5heb7/5NFG3BmT8+P+zumOq/LwBUgfAJAA1VFPyqqHz6ma4+7FjkyEpy06lgC07rSTJBWI2G4iuvUQ8AtUb4BIBGsrsYPre3RcVOW75uZ55jZCQ5rqtEc1MhdHplw+4UQAHUAeETABqouMO9mm53b1tb8InrhsPuRcr3dzfhRz58+h7VTgB1R/gEgEaqReVTkpNMSV4PSy2VJ0wbNhx5nmwiJdvtrwJKoADiQ/gEgEba1fDZ2RF8kkx13y4zz8sFVdX8/E7fl7IZee+8qvWnf1lbj/1kTfqeAKAvCJ8A0Ei7uKam39kpycgkU7Lllc9oLmjZcLzvy+ayUcbs3PfwXboHAOgPwicANFJJ5bP/+7zbTKdkJJNMBut25pn8BE8pv72mJDkJN5rz6TcNCQ61ftkKTZQ+AcSHvd0BoJFKwmcVp3d1STKS40p+DxfIv2yMnIQbbMNpHNlE8FeANW7J9zYV1woFgNqg8gkADWR3cbKl39kRVD5dRyofXi98k9Jztm+VZGXTzeH7VD4B1A/hEwAaqXippZ4qlzs7Pb+fu5NQqrW59M18g5GsZIMdjpxUUv6mNZKVnHRTcFh0D4ROAPEjfAJAI5XM86yi8tnVKUkyiYQct4cf6UWXTY8YJm1/V9b68hOpogMYagdQH4RPANhdVNH5bjs7g9jo7OTHef66xfnSt7Ju0bT/4i3ed7EDHwB2hvAJAI1UXPmsZoejrmCdT5Oo0D/arZhZ9oLjVr4o2x4BiBHhEwAaqGSeZzWLzOeH3d1Ki5fkF/oM5nyWZ08bhk9rHDHsDqBeWGoJABqquiHuzlUva/N//U62Y4ckybhutysVrfJZ+ooJxtitE/4V0G3InmF3APGh8gkAjVTl9prrb/2p2pcslg2H3ZVIdj8oSp9F1y0Kmjb/uePKukVD8GRPADEifAJAIxUvtdSvYffgWNsZDruXz9803Q6VbWqWPjhbGr5XsOmRKQx+OemyZZoAICaETwBopCorn/mmID+TCb7s1nBUtr2mJLUMC38dGrxaVO10Wob0/XsDwC4gfAJAI1W7w1G+mpkLwqfcHjrXi79FVA0Nq6ZF1VLrVBi2B4AYED4BoIFstZXP/CnZnCTJlDUNmegfRdc1RQ1HpjR8qmSBeiZ9AogP4RMAGmkXw6e8IHxWXpuztLs9Wtczf2xx81HFpZoAoPYInwDQSNUOu5fbycLwRjb4NvmwaZxgQyNTVPkMl13qX9MTAPQf4RMAGspW/LTfTIUf5/k8Gg2355dWcoKQWTzncydzRgGglgifANBIu7jUUqS88hl+ba0NM6iVnOJheBPsbOR74Wulfx1QAQUQF8InADTSrsz5LM6bFcNnUdi0Kql85ueAmnz47GmfdwCoMcInADSQrXrOpyn9ZSdzPgunlA6/W8cpNCyVDLub6pqfAKAPCJ8A0EhVVz57GHYvqYaG1yyf++k44XJLTlT5tOXhlfAJICaETwBoJFt9w5GRKWTNsvBoKoZQp/CmtcE6n/nKpyocDwAxIHwCQCOVhE+/f+eWz/nsNvJuSn81pb/aojmftjz5Ej4BxITwCQCNVNztvivXqbDUUn5t+W7VUeNIMmH4zC9S75beRH+DMAD00W4RPm+88UZNnjxZTU1NmjFjhp5++ukej7355pv1wQ9+UCNHjtTIkSM1a9asnR4PALu3XdzhKK/HhiMrGRM0NpVVPlXccMScTwB10vDweeedd2ru3LmaN2+eli1bpqlTp2r27Nlav359xeMXLVqks846S48++qgWL16sSZMm6cQTT9Q777xT5zsHgF1n/erCZ7rJaNRhk5Wva5ripZUildf+LJRE3bKGo/B1sc4ngPg0PHxef/31uuiii3TBBRfosMMO00033aSWlhbdcsstFY//1a9+pS9+8Ys66qijdMghh+jnP/+5fN/XwoUL63znAFAL1YXP5iGO3HRScvM/xneyvWZh3L3khWCpJa/8oH7fCwD0R0PDZyaT0dKlSzVr1qzoNcdxNGvWLC1evLhP19ixY4ey2az22muvuG4TAOJT5Tqf+cqkCReH736mKRQy893t3YbdC3M+nSFDyr4Bcz4BxCPRyG++ceNGeZ6ncePGlbw+btw4vfzyy326xle/+lXtvffeJQG2WFdXl7q6uqKv29raqr9hAKi14pDXj2JjNIXTdSX5O5/zmVe+yHzROp+J1tbua30CQAwaPuy+KxYsWKA77rhDd911l5qamioeM3/+fA0fPjz6mDRpUp3vEgB2oqTw2Y9qY3ieSQQ1hMpzNE1Q+MwfX7HhqDDnM3+t8IJ9vxcA6IeGhs/Ro0fLdV2tW7eu5PV169Zp/PjxOz33+9//vhYsWKCHHnpIRx55ZI/HXXXVVdq6dWv08dZbb9Xk3gGgFmxR4Kwm7znOTn6MFxUyNw8/UA+lTpdnnYrD7uoWPhl2BxCPhobPVCqladOmlTQL5ZuHZs6c2eN53/3ud/XNb35TDzzwgKZPn77T75FOp9Xa2lryAQC7jar3dg+F4TM/fN6t8Si85OpJJ8gaR11KFxqOjCNjbTgf1ClqXiq/LwConYbO+ZSkuXPn6rzzztP06dN17LHH6oYbblB7e7suuOACSdK5556riRMnav78+ZKk73znO7rmmmv061//WpMnT9batWslSUOHDtXQoUMb9hwAUJVq93bPj6C7jqyCYXcnUelHetiYFM7zzNikWoqH3YOzJZmgeckGF2epJQBxaXj4PPPMM7VhwwZdc801Wrt2rY466ig98MADURPS6tWrS4aVfvaznymTyej//J//U3KdefPm6dprr63nrQPArtvVkJevYnqV53wWBMPontzSYXdjZPKd8PmfteztDiBGDQ+fkjRnzhzNmTOn4nuLFi0q+fqNN96I/4YAoF6qrXyGjBNUPmW9Cm+WHChJ8ovCpzWOEsOGqlD5LDqB8AkgJgO62x0ABjrrFy+1VEXgy+/pXn5uPkeGL+eXUfLkFLbbdJwgh/p+WPksDp80HAGIB+ETAHYX/Qif5ZsWya9Q+Sza0Sg6LB8+Jclxg+9pfUlGxjiyUVrt570DQB8RPgGgkUoqjFUkvvB861WoVOYX+HSc6NK+3OCN/LxP64dzPp3CnM9u9wUAtUP4BIBGKqp29qvDPN8zlAt3cKs05zPPMfLDbTh9GwZPE3wtP6h8Bk3upnBp5nwCiMlu0XAEAIOW37+Go8zbb6jr1ZdV2LpIQWjM5rodm29aN8aEFU9FIdNGc0W98PuaaDmmvt4LAFSD8AkADdW/8Ln+O1+RJA3bd7yC4XNJxpH1suXLyyuMn0H4dIIf91HlM2wuMtYGw+4qbThinU8AcWHYHQAaaFdDnsn/I9oms/xNScbIN/lhd6ds2N2TZMPXWGoJQPwInwDQSFUvtWQKvxoj5SrP+bTBuLt8E1Q+o7mdplD5DOZ8hq/lb4GGIwAxIXwCQCPt6t7u4ci7LV9qqaiKaYrmePrWkWRkwwYka/3oHgyVTwB1wJxPAGioopDn97/bPeIVhU/HUbJ1WGFI3ykads9XOMMwaoqXWsqHT7bXBBAjKp8A0EDFcz5tVSu7h4HRL3S7m2iP9sLQfL7yaW24tWb+GN+Put2Lj2eVeQBxIXwCQCOVzPms4vz8WvG5XOHLkqqolXELlc/CnM/8UktB+LTRPND8DkeETwDxIHwCQCP1YYcj27lDXf/vXlmv54XkbSbT43tGjmw07O6UrPNpfKv8oqHFcz5ZaglAXAifANBIfVhkPrNskbLPPylv3erub9owPHo9hE8ryTFR+Iy+RdhwJOuFcz5ZaglAfRA+AaCBSiqMPQW+fHW06P18ldLm/5HrvsNRtJySMfLzcz6Vn/MZhE/j++H1y8MnSy0BiAfhEwAayfZhnc9wXmilYXeTbw7ycyWvFl20rPKZ3xS+aKkl5SufxadR+QQQD8InADSS35cKYxAEba7S0HqhQainbvniZZT88spnuL1mNOczWmSe8AkgHoRPAGikPgy72/y80ExX9zfz1criRebLCp/5qmfwZfBj/8n2w7Rmk4m63dleE0C9sMg8ADRQyTqfPc75DCuflcKnDSuWvq+e6gn5znYpmPOZ9Ywe3DJNZpHVEYd44TGETwD1QeUTABqpL3M+85kwP+xevCRS9KntdoIJ1+0shE8rX0ZtXanwqzC05vd2F0stAYgf4RMAGik/5B18UfGQqLM9m+3+XtExTiIhddt3U9EC846CkLk9Wxj0sjbsfzdGxjGFeaOETwAxIXwCQAxyryxT5vG7ej/Q96X8Vpe9zfn0KiynVK579ozmfAbh09GOovApzwsqn1F11LC3O4BYMecTAGKQe/7/9ek4a2241aW3k6WWwnmZ+c74CgGzZL5mScORiZqM8pXPzlyhASmYK1q8t3u+8sk6nwDiQeUTABrJ92WiymcPx+QrnvmO9pKgWSmJFjGSn24KP7XdwmfOV7TDkaHhCEAdUPkEgEbyvbIF33s4RpINQ2jFwqdT/GrpWks22SypUPnMFIXPLpsMg6bJHx58TvgEEBMqnwAQo966xm3xnM8ejwkrntGwey/VTgUZMpMYIsnITwTd7Y58+XKU8Qrh07Nu2PTkiKWWANQD4RMA4tTb3ElbPOzeQ+DLlQ2798G60UfpmSMuUVe6Vb4bDHLlK59dXuFHf9ZPKFiOSSUF0x6rsACwiwifABCn3rbPLOl2r3ysze/bnt/bvWSE3YRNS6b4JW0duo8kqaN5tKyTD5/Bmp8Zz5UJJ5hmrRtur+n0qaIKALuK8AkAceolfNo+NRyVDbsXMd0+KZVNDpXKKp8Zz1FTMrhWxnfDpZaMjBh2BxA/wicAxMn2MlTu+1HDUY/pM9zZKJr7qe7LKpmy9Om7yeDURJP8sPJpTLDOZ9ZzlE4E18raRNHe7sX3zbA7gHgQPgEgTr0Nu9vCsHtPzUk2E26rGYbP3kfHjXJusLzS9mGT5Jvulc9UIvheOd+RbLgFJw1HAOqA8AkAcepDt7vJVz57bDgKwqe39d3g6/x2m/njrbol0nz43DTmSFknv8NRfs6no3QiCMU565QutcT2mgBiRvgEgBj12jXu+1J+jc6eKp/ZLklS56oVkiSn6HhjjGTKzjOF8CmpqOEorHz6rlJuPnyGzUcm3OEofynCJ4CYED4BIE59CZ+m58qntVbKBpXPaAei8spn+FLx156bKnyLsPJpVJjzmXAlY6yy1pX84r3dFa4xz5xPAPEgfAJAnPxeht29XNjtXrSvevHpG/9a+CLKnuHySrb4jdJh93y1U1LU0OQoCJlZ31HCtXKdooYjsb0mgPogfAJAnHqtfHpBw1HxkHfx6W3BPE8vky3M63Sc8FhbcYklKxM1GUnq1nCU9Ry5jpVrrDybbzgy5RcBgFgQPgEgTr01HHn58KmKQdVmOoJffV9GQcUzqFDmr1uePk2wtFJRmPScwvaa+cqn60iuY4M5n9YvzPmMvjHD7gDiQfgEgDj1EuKs50XD7pVyqu3qDBaJt1Zyw7mh3YbdVZJB82t85uWcZHiIlbU2qHy6kmNs0O0edsGXXIxhdwAxIXwCQJx6C3Fe8bB7D5VPJxGMsOfDZ5AXC6JVkoIXfac0fPpOUsb6YfgMhuUdR3KdoNs9+L7llU/CJ4B4ED4BIE69Vj5zRcPuFQ7I5WStlZWVzQV7vJugtb1wuJWKS5/l4dNTQkZWRlZeeDsJp1D5NNYW9pePrkn4BBAPwicAxKm3HY48L1hk3jiVg6qXC0KnVWEPeOOE/UZhQMznzrBy6YdzPPPX852EjILKp+8F5zhuWPn03eg6xU1HPe22BAC7ivAJADHqLcTZXFZy3UpN68H7vi/r+yVV0aDfyBa+yK+0ZIPud88N93LPh0+5UeUzn4Vdx8hxrDy5ii5OwxGAOiB8AkCcOrer66Hb5bdvlSSt/cWPtXrel6K3bS4XVj57aPLxc+FaoWXp0/bQbSTJN2GDUbgXvG+comH34DzXldx8w1EUZJ3Ct6HyCSAmhE8AiJG/aY3s9i3y31opSdr60H+r4+UXCgeElc+og73bBXxZ3wveK1pkvlh51dTPb6dpgzmiXricUvGwu+sEu3pGSy1JQfjMI3wCiAnhEwDi1Os6n7mgi72Hbnd5XjDsrsKe7sEORwo/l4xTVvl085XPIHz6CiqfKmo4CuZ8+iWVTytTlGQJnwDiQfgEgBjZMAB2ez3sXLe5XLCOp3rY4cgvhE8V7+0ehdruW2vmu90dWzzsHlY+w2F3xzFR5bMkyeavReUTQEwInwAQp1y24st+pktS0HC008qn7ykqV+aVb4VpKlQ+rZXJh8+ihiMveEmua+SGDUf5YXcrE4zFS4RPALEhfAJAjZXM3ewhfNp8+MxmZdxEoVu9nNe98lna7a5ukz6jhqMofDpF3e6Fyqdr/GiHo+AE5nwCiB/hEwBqrhDcbD58WlsSSv2uIHzmG45MD93u1stF4TPKmEWVTmNMYZnPRLCnu+/mG47ySy2F4dOqaM6nkWusPFu2zmd4bctSSwBikmj0DQDAHqc4RHrh3E7fl81mCoeE4TNoOArmfFbqdre5bNmcTEWd8Y4xctxgX3hjjJJDW2SMieZ8FjccOfJk5MvzrBKOL+M4wVJLcouG+9leE0D8qHwCQK2VhM985dOTzRSFz1xW1veCHZDCimXFjqNcNnjdqmippbJjypZg8p2kZEzJXM5o2N2zcp1w6N348vLba6q08kn4BBAXwicA1FpRcLNh5VO+V1r5zOUKe7W7Yfj0K1U+c+HlyhaVL6qClq/76bnB9pqOXzzn01d+qaVEGD6DReZLu90LKy0RPgHEg/AJALVWPF8yCp++/Exp+Mw3I5lwjmZPe7sH80VVutSSiuaQdgufaUmFReZt1HAUDLu7Jr/QvJWn4nU+nTDMivAJIDaETwCotUrd7uVzPnNZ2Wz4nuuWdpoXXyqsXuYHz6XuI/Tlw/DRnM+o290UwqcvuW6+8ulHux8VX8iWPwMA1BDhEwBqrTi45cOj9UvnfHq5qBM+P+weLalUzPPCNTtV3O5eurpSVBGVlEgUDbuHlU9bOuczEf7kd40nX060/BJzPgHUA93uAFBrFYbPbYVh9/ycz6DyqcqBz/eCYCpbmN/pmGBzdhtsmZkPjM6QITKJRFHlM+x2N66s40qy8jwrxwmSrBuWT/PLL9miUMtSSwDiQuUTAGqtUoi0pcPuyuWiZiTjumHsqxQ+/dLrGcltalJ61F6FF/JcNzglv71mfpknGeWctDanJyrnWbnhT/6ECYfl/fAFKp8A6oDwCQC11kMFM7+rkVTacKSddbtbP9rL3YR7r5swZBb6jYyMUwihvpNfZD4Il1ZSzkmpMzFcnqcofOYbj3J+fq5n/q+EygveA0AtED4BoOYqVzCjBiOVNhwV9nYvPW/7/b+R8XLB5cJu9+KQWaJoyaUofPrZ4rdlpGDY3Q2Oc8PKZ84WddGzwxGAmBE+AaDGKu5U5Hvyu63zWdZwVBT4rJdT55//R8GczuCaxilUPcOjZBwnmAOaKLxeCJ/5hiPJtTmlcjuCpZZcR7J+VPn085VP4xTW+vQ8AUAcCJ8AUGOZFcu7v+j7hWF3N1HS7a4KlU9v84bwM6MgEwZVyURLOjrGJBKS68hxXTlOfijeyjfBwvHW2Ogazf42De96Rzkv2Nfd8f2iYffCcHs05bN4fioA1BDhEwBqbNt//aeksgqo78lmslIiEXSkd3YWDbsngnBZHD43rg0+MZKREw3kG6fwY9tNJeUkwkVL8hM5rZU1wX7tJpGWgj55BTvAK6x8Gkl+2PVeGHa34ZxSGRWCMQDUGOETAGrI5rKFBvTidTt9T36mS04iKTfpasdDv1Vu/Zrgvfze7kXD7n7bZikfNE1+OqaRKk35dIxMUeXTGjdYUD5c7zO4hK+cb4IheNfI8T0lTPD9vLJhd0kl81MBoJYInwBQQ37blkKAK543GS61ZJLJqOEnu/YtSeHwuTGyRd3uftsWmZZhhcCZ72wvTp/h9zFuQsZ1giH3cItM+b58NxUWU42Mscpkgx/5bsLIWE9OOOzu2eKlloLjbVdHDX9XAKCA8AkANeTv2KZ8eTJaRF6SPC/Y4SiRiCqa/tZ3JeOEVcvSYXd/2xY5LUMkRXlQKv5VYZUzbESSEyw67znh7kbWl3WT0bGOfHXmwi5318iRJzccds8WVz7zw+6dnTX5/QCAcoRPAKghf0d7oWmnq2hdz3CdTyeZipZE8ra1BVVPqfuw+/atMunmwnv5ixbN+cyHVeM4wVxQa2XDTndjfXlusmTRp85sMDSfSBgZrzDs7ttgjqhVYdjdzxA+AcSD8AkANWR3bC8KcGHHeEtrNOfTJJLR+17buzLJcF5mOFSe57dvk0kFne3ukGY1jx8THFb8zcK1PY1jovDpJYJzHOvJOkmZfECVVUc07O7ItdlCw5GC7vhomSUZiW53ADEhfAJADfkd7YUqpefJS4+Qt+4d2Y7tsplgzmcUTtu2SGH4NMaUdMfb9u1SWMV00+HySsZIbumcz/wSTHLCOZ8mv6+7J99NyhbipHZkgh/5SVdy/WxhqSXrylg/6HY3wXJLNBwBiAvhEwB2QW7dO3r39hvkbdkkSbKdO2RSTcHnkuyW9UFV0Vqpq10mkYiyqSQ5qaJgWTzns2N7Ycg8mu9pJFNYTN5xCo1CxjFykkn56ZbgPZuT5ySV71QyRtrelVAqGR5vPTkmmAsaVD79cM5n8A1ZaglAXAifALALOp56VJmXlmrH4w9KkvyOHTKpsNHHWtkd22SG7yXjOHL8znCYvZA+TVPRvM5wzqfNZqRsJqqEOsmkTDotGRN1yhczYeXTuAn5bhBmjZ+T7yQL+7/Lqq0zqVTKhCPs+S02feVsOOwuE+yWZMo69QGghgifALALsmvfknEd5VYukfU82Y4dwbzOvFxWTkurJMlVTiaZLKl8JkaPCz4pqnz6O7YHv+aCAGjSTTKOK+M6JYvMS0UL2efnkYbd7q6fDbvdC3M+17en1NwUnJ+vqubDp/H9wiLzwTffld8WAOgR4RMAdoH/7gYlhg6VYz1t/9Mf5Xe0F8JnPmUOCcJnIuWUBlNJLTM+FH5mZMOGI9vRLknytm0LL2MK1ysKn8VzRKMOeicpWStHnjwnEaXMF1entHlHWsNbg+WUbPjjv1D59KPXpNLmJwCoJcInABTxNv1V2Tdf6tOx1lp5bVvkhEPnW+7+pbLr15QunyTJDBkhSUq/Z6KGjBsWvueo6YjpcpqCOZpyCoHPz4fPogXrg8uV/sg2wU2UBNJcOOzuOI5kXFkr5XK+nlrVrMmjOjRyuBM0IYXXTeQrn2HDUWFRe8IngHgQPgGgSObFx5V7/VlZv/c5j7azQ8plC0sipVJB1dIN19pUsHC7STVJTrB/e/PwYL91NbVo2EdPKbpa0ZzP/LB75w7JdYsOMYUqaPFrJeGzKTwuKHlaSVvbPPnWaL9xOTnh6L4fNi65xlc2bDhS0faaJQuEAkANET4BoFgYOm3njt4P3b41+CQMbE7Slc10yeQDY/HanclU6cll4c44TnRsMOxulEqodI6nMYVrS8EcTWujrTUlKZNoiY4NmuyN2ncEW2k2t7gyskEXvikedk9Iftjtnt9DnvQJICaETwCowHZur/h6x1OPaPuDv5Mk+dvbghfD5hw36Uq5TFG10gaB0s8FVcWQkS2Zrxm8WJjz6e9ol1JJJZpT0fqd1vdLdzoq5rhRs1I2EWzJ2e60amumSZ416uz0NSTtS25CRlblcz6z+WF3FRqOjCSfheYBxIDwCQDFwpBoO7qHT+vltO3u27Rj0X/J72gvhM9wD3fjupKXi6qVJqxM2s6O0q2JrO3e0GOcojmf22XCPdaNYwrnmMJl8uHVGiO5hR/l2UQw/3SHM0ySkWdddXb6akpZeSYfMguVz4Rjg8qntWHls9Dc5G/b2s/fPADoHeETAELW2mjepb8jCJbWy0VLH+XeeSM61tu4Tv62LUHV0QsWZDduWIF03EJl03HUtez/FXWSS5JVeeFTjonmmXa+uEzycmHgdIoWnzfhcHqwaL2R5LiFfd0lKZtokbXSDj+tnC951qiryyqdCK5ljJWsZOXIqqzyaUqH+L02wieA2iN8AkCeV1jb0t/+riSp7Q+3asO35ij7zuvqWvVi4dCtm+Rv2yoTdqtb38oJK5DFGc5Np+UmjbKbNsrrCheOt5KxOW296z/kvbsxOCesfGZWvyZv/V9lXKdkmN0kE0HILB52L9taU5KybrM838rzHeU8R1aOujJW+XXvnajyWVhkPmsThR2OiiqfXtuWmvy2AkAxwicA5IXh0zQPk92xTTabUefS/yd5ntrv+JEyTz0Uzss0su3blHt3YzDHU8GOQEFgLAy3yzhBRTPnycl2qGvdBhlj5KQSch2r3F/f1Lb/uScIjo5RMm3U/uT/yEmlguMSibKwWXRtKep0N8bISPJMQr6bklc0om+tVSZjlUrl53L6QSNS+OM/ka98VphT6jHsDiAGiUbfAADsLmw+fDYNkX13rTKrV0nWyh0+PCwwGimZVHrUCHUs+ZNyb78erbFpfV8m4cpNpxXNzDRG8q2s78nxXfnZ4PqpEcOCvdj3n6qOp/+k3Nq3lW5JKNXkqGvdKjkJNxgSb24KNj4KW4Hyw+7BmqA2GII3QehcM26a0uqSpGDReFklTU47ssHwejIZLOXkSMGwe7ieZ8LxlbVpyfryTSHsGsfI27qlLr/vAAYXwicA5OXDZzoYSs8896RMOq2msaPkJBxlN25WcuhQuamkcpvXhut5ho0/1gYVSMfI37FdTnNSxnHke56sb0uah9IjW4PmIier1Ngx6ljyuIaMChqFkkNb5G9rC5qIEq6USCgqZRY1F5mEI3me5Dh6Z8w0rd77eEmS71v51sjIapjTrm25oPs9mXQl5ZRfRMnPVz4dTxmbiOZ8BmE3+F75KQEAUEsMuwNAyOb3M081SZL8d1YpNaRJxg2rgemU3GHBDkUm4cp6RQvRh0PhxnWD9T+tDYJoJhN1sTvpcK3P/LqgW9eqedQw5da+KSfhyOvskkklZVxXTRPGy2lpCQJtUTe7MSbYQ973g6qrm9CWEQeppXOjnM5tyvjBlpquPDnylckE95VIGjnWlxQsqZRfVimofCZkfE/WcUuH3QmfAGJA+ASAvLDy6b2+QpJkkykpGcy/tNbKJJPhOplhFTOc/ykVN6QX7ThkjKzcqDs92RLshGRVuoR7eq8Rwfft6JAxRokRw+U0peUkS/eBD8qWwTJNfi6oYpqmJrWnR2to10Z1uK0y8uUqJ0e+jDx15cNnQjI2mOkZhE9XklEynPMZLDLvRs9jjII5rQBQY4RPAMjLh8+1b0pSUIUcs3fwnm+DBqCwwci4CaXHjlJiaIustXKiuZKOTKKw6Lv1vLBJSIX5lNHuQ5LXlQmu4fvyu7pkrZU7pDlsmTfRcH4gDLr5+7VSrqlVnptWl0nLGkeuscopIcf4MtYqk/GDAqkbLKdkFARmP7xWUPlMBuGzqPJpjJG39d1YfpsBDG6ETwCDkvfuOnX9z3/KW/tG9FrUcOQ6sr4vt7lZrmMLcy1dJxqVdhKOUiNa1TR2VND844TrbxoVtsC0Vk4iaOyxsoWheePISYSNSjlPbnOTbC5Y19N6nkyyMDxfvDZ98L1NIX06jrrSIyVJ7cmRKsw/DYbUjYLwmUoGw+xGQSCVwjmfRkqaYOpANmeDymdR0PXbt0W7LgFArRA+AQw6XucOZf/f72W3bVJ2yQPKvrlSkmS7OoIqZjLY69yk0zJeptBMZEy0daZxEzLNzTItLXJbh0iuIyfhym1KB/NBw/U8nYQbdsQXhuOtJJNMym1pltscDK/bXC44NmxaKlayFWfYpe60tMi0NKsrGcxB3ZEYHszkNPm924NrdHX5Siby4TN4X5J8Bc+RdIJwmc1J1nELVdbwF39bWy1/6wGA8AlgcPHWrVbX3T8prMPZ1aHsY79XdtXz6nj8vuh1Y32ZZFLyvaCymZdf0D3hyrhBWHObm5UaOVxOc1Mw7O64QQHRNdGK88Z1CqHSSCYRLjbiBOHU+r6cZLL71u2OG3bVhxKunOZmOalgPmpXariMlwuXSZI8Gw7Xm2C5pc4uq2jqqJ8fdpe88Md/0g2+zmTVreHIcQ3zPgHUHOETwKCSeeZBOaPHSclUELSslUmllHnmATmOCYalrR98JIIw6Pte1CSU38oyCo+S5DiFoXbXlUkmJMeR2zxE7tAh0RJMefmF4ZVKyznwUGnsRDlNzUqMGlW6NacU3ENR+DSOIyfdFHbTu+pKtMiGW4IG9c38MHnw/To6gwXmrYyMHzQiSfnKp1HKDaYadIXh0+abpWTkptPKbVxXo995AAgQPgEMGtbzJBPu5BPOq7QKhtKNl5WTTgfzLn0/3LEoCH1OMiV36DA5Tc0yjhNs3x6GTz+Xk0k3SYlkGEIdKRy+tuH8TyfdFH7/cM5nMlzMfcyEoLKZbpIZNyGopDqmZN5lJL9nZzIpx3XluEHAzbhDlFVSkpVjrIwN5nAaY5W1rjq6FO5uZGR8L5rzma98ppxC5VPGCaqfoURTUpk1b9fyjwAACJ8ABgeb6VLb7d+VkilZP1icPVgKSTKOK2fEXjItLYq6eXI5KZGQSafltLRESy3lXzPJZLjWpis1D5EZM05mrzGyybTU3BIsLG+DZiWnuSnsNQqrko4rDWmVUk0yWzZK29uklmGyrhsE16YWKd0UzC+1NmxkCu81lZaSyWBuqDHqSLTKkytjwtU7i6qmbR0pWSs1pYMmJWv9qPKZX+sz5QZhtSsTBl03vwm8keO6yr31atx/NAAGGXY4AjAobL37P5QaGizgrkynlHRk3YSM6wVBL90kKVi70ziurJeNKoGO48jr6gr2XG9uViKdLixJlErJNjVLzUNlWiVnr9Hym1pkjCO7ab1MIiHHdYI1Qt1gSN1JJaXWEbKZLplcTsptl4a2yu41Xs7GvxZu2g0Wso+WWzJO1BBkw8rrtsTIoLFJVo5suIdRYPN2R5KvluagmmmNUxh2t0a+k1DKCWJohxdWchOp6ArWt/LXvxXfHwqAQYnKJ4A9XuadN5VbsSQa/pbnyeayUjot09QcDMFbG+3TLuNIuXD4OpUOmoHccK6n48jb0REcZ23QDBQOVVtJSgfbZNohw4Jq6tBWWTlykgkZJ1g6yaSaZFuGyrZvC0NsWBF1XfnJlGyqSX7zUPlDhsuOGi+NniC/ZVhwf9YP9pF3XHU5aWVsUKnMj9T74b7uxhit3WzU3BTs6x7MWXXD8GllrZFnXBlHSjtZdWbDZ0ikwusZ+Z4nx+uSt52OdwC1Q/gEsEez1lfXH29Xy+T3yCaSwZC7tVJXZ1B1zDcedbQraEOX5ATLEgUBtTlaKN4YBQ1A4ZJIUQNS0Y5GMkamY0dwXTcRvD9kaNDM44fLILUMCb5NV2dwL8XbHY0YI9syTEqkgmH3rg4pl5WGDpdtGSZrnKgp6bm9T5WkYEH5sNnIt0aOrDq7fL2zztPYvQoL0+eXV3LC43wTBNdmJ6MdueBzP5GOniO/LWj7wrvi/CMCMMjsFuHzxhtv1OTJk9XU1KQZM2bo6aef3unxv/vd73TIIYeoqalJRxxxhO6///463SmAgSb38jI5XpeUSgVzJT0vmIopK9vRIdu+Tf72bbK5/D7tJgiTjhOEvqZmyU3Ipptl0y1Bp3pTczD8nW/OccKh/HyXfNh97idc+V2dso4j2zwkmAuaTErNw6RMl6JF4YuXVwq76WVs8P27dgTXDgOo0k2SY/TX1vdqqzM6muuZfybPGjnG6tU3MjJG2nu0ou/jyVWwvLwn30qeSUjGUbOb0fZsUPH03FRQ+TVB85SXzSmz/En527bG/UcFYJBoePi88847NXfuXM2bN0/Lli3T1KlTNXv2bK1fv77i8U8++aTOOuss/eM//qP+8pe/6LTTTtNpp52mF154oc53DmAg6Hr6f+RlczLJVNC9HnZ85/tyrO8FH/lqn1G4tqYr4wTLEZkRo6Tho6RhI2SNkRkyVHbocDmtI6Jhd+v7siaceWkcyfOkdIvUMkz+yHHyh+0V7BOfbg42Ws90BHM6k4mgUz7P+mEAVRCWW4YFwdnPSdaXN2yUXtvrWP3XxiP1hzte0o+/t0Q/+sGzuu++t9XZkZNvHeWynla/k9P4Ma7chCsn2F9JvgnCckKefF/ynKBxaYjbqa255uD6iXS4k1M4p1XBKgHb7/9N6RJQAFAlYxv802TGjBl63/vep5/85CeSJN/3NWnSJF1yySX62te+1u34M888U+3t7frv//7v6LX3v//9Ouqoo3TTTTf1+v3a2to0fPhwbd26Va2trbV7EGAP5W9vU/ad17Vj2WL527dKxii79q/ytm2Vk25Wct8D1DJ1hpqOfJ+cVDr2+7G+r8ybr0iep9T+h0S7BknSpv/6/9T1zluacNEcdby0XDsW3avmlCfT0iIzaoyUSsl0dkieJ9+3stYPhtJt2EU+dHiwv3vnjiAA5udzFofDzh0yXi6Ic25SNhE0HPmJlPxkkzqcoUr7HUpkd0heRsZJyFqrLU3j1Z5rVjq3Xa6f0brUZGXbO/TAqxM1dminPr3vErmSnFynErmuIPjmMtEC9Ou7hunP2SP04mtWzy7fpHc3d2qvUU1KNjervT2n9i3b1TIkqdmnTlHWT+jNdzwdfXhayYRkrC9ProZqu1q9jdpsxqnLNGlC82bttXWVnn17mF7c/h597uPbNHz72xr+/ELltmxVdlu7vIwnxwn2tW8+4VQNOeGTsf8ZA9izNbTbPZPJaOnSpbrqqqui1xzH0axZs7R48eKK5yxevFhz584teW327Nm6++6747xVYNDwt7cpu/oVZV97SZlVL8pu2RjMYwyrYdbzlbRWiaFpmWRK3juvasuKpTL/X0rpQ45S89QZSk+ZKqe5RdbLKffWq8q8sFjpoz+sxMT9JAUB0tv6rjKrX5PX9q5MU7NSe++jxLi9ZXwrJZOFrm7fk9e2Vd6WTcq8tlLb/3S//C2bgpt1E0H3up8LmnlcV4mEo83fuVRN48eqqdnKDGmVGTFKJpWSMl3hXuXB/3M7riOlmqSmIcH1PC94L5kKjvCDIfpoTmciFczHdBOybrBWpy9HufRQdSaG6h0zSR0aKtdmNT71thxj1dbpaF1mL2WzzUqk0jKpYGH7jqyjJ1d0qH2Hr/WbUvqv1pk6YnJWf20fofFrH9df13v6343NWrGuRWvWdmn7tqykt+W4jlpHtmi/Q/eWdZtkjHTgoQmtX9+p1a+s1x9+9bzGvGesjn7feCUT+eqlL6uEMqYp3M89q+12SPC142pUU4c621LatjWj5uahUjotp6VJKddRrqNTuY4uWWPU8eg96nppqYacdKZS+x9a2IoTAPqhoeFz48aN8jxP48aNK3l93Lhxevnllyues3bt2orHr127tuLxXV1d6urqir7eujWYt9TWFmP35l9fk7a9W5NLZde8LX/btppcK8/JdUYLUUe6OoNhvZDNZII5aWFnrbygScNpSgf7T/d4cUfd/jpygvUIbevIYP5cpOe/uIwpf7t44W0pN2qC/HxgKDmpn4ypcJ6RTSTkJ5oKoaOIL6e671WlTpvSOrt3uJB4PRhJB0v7HSy736equ8RrvqTtkiRrJyq7z5nKbXCkDV1FBw2VdKQ0LPxyg6QN+d15MmUXHBJ87LWP9KmPVXVLOd+oK+sGw89W6uxyFE3zzI//5P9Ye/rJmCv7NZR9N6cnF67S6//7sny/0mDShl7v74XHi79KhB+F38dkOqlkU0qpdEoy0rubO+Q6nUompTe2B+t4Dt+rRRs6urTh7fV66O3C1KVUU0JHHLufRo8dptXO3uHvR1ab3aTeTBwsPxX8vj/zzhjNOqpDO6YeL6foZ0Txf/G+pG3bNkjPFj2T7/X4X3Px74abyyjZ1YefvcUndYYNVw1gczmpfHAw0ylne/D3iM1mldu6vfBetEZV2FjmF53nFH5u9HW80fd8eZnif9kc2VQ6WAc2L9Ukd/iIvl1wN+AMG6bkhPfs/KBhI6W994/tHoYNG8b/ODXYHr/O5/z58/WNb3yj2+uTJk2K5fsdNHakllx1fs2uV/O4YYzcpqbK7xXnrCanLCgG5zotLaqGTTUpe+CRfT9+J+95TkLtQ8ZWdR8DUbs3TBkv/uHsuFhJOX8n/8NSJznPCXYzUtDEnfNq95fP9raMXn258jz1XeEW/Y+e7/nqau9UV3vnTs9xXEdervR/LjOdOb25arN8J//fb7hZqLFyTeGnjOdJxvjqatmrVo/QzZD29XL9XO8H5g2N7Vaq5q56TibTGczhlel7mqyC19lZdv3C/5BIkjLbpQ0bY/v+NbdB0mt/6fWw6fNv0yvra1PEKce0u8ZraPgcPXq0XNfVunWlewevW7dO48ePr3jO+PHj+3X8VVddVTJM7/u+Nm/erFGjRsX2fz5tbW2aNGmS3nrrrd3yX3Cv90P6fW5fnrlWv9sJScNrdK1q1fPPeLikfXbpT602du2ZG3///dXf573opKPrcFfxKX3eXipTuyTOa/dPtf9O5w48Nsa7is/u/ndTsSX/cG1NrlPpmYcNG9bLWYhbQ8NnKpXStGnTtHDhQp122mmSgnC4cOFCzZkzp+I5M2fO1MKFC3X55ZdHrz388MOaOXNmxePT6bTS6dKq0YgRI2px+71qbW3d7f8Dr7XB9syD7XmlwffMPO+eb7A982B7XmlwPvPurOHD7nPnztV5552n6dOn69hjj9UNN9yg9vZ2XXDBBZKkc889VxMnTtT8+fMlSZdddpk+/OEP6wc/+IFOPvlk3XHHHVqyZIn+/d//vZGPAQAAgD5oePg888wztWHDBl1zzTVau3atjjrqKD3wwANRU9Hq1avlFDV9HHfccfr1r3+tr3/96/qnf/onHXTQQbr77rt1+OGHN+oRAAAA0EcND5+SNGfOnB6H2RctWtTttTPOOENnnHFGzHdVvXQ6rXnz5nUb7t+TDbZnHmzPKw2+Z+Z593yD7ZkH2/NKg/OZB4KGLzIPAACAwaPh22sCAABg8CB8AgAAoG4InwAAAKgbwicAAADqhvC5i/7lX/5Fxx13nFpaWnpcvN4Y0+3jjjvuKDlm0aJFOuaYY5ROp3XggQfqtttui//mq9CX5129erVOPvlktbS0aOzYsfryl7+sXK50O72B8ryVTJ48uduf54IFC0qOee655/TBD35QTU1NmjRpkr773e826G5r48Ybb9TkyZPV1NSkGTNm6Omnn270LdXEtdde2+3P8pBDDone7+zs1MUXX6xRo0Zp6NCh+ru/+7tuO6zt7h577DGdcsop2nvvvWWM0d13313yvrVW11xzjSZMmKDm5mbNmjVLr7zySskxmzdv1tlnn63W1laNGDFC//iP/6jt27drd9Tb855//vnd/sxPOumkkmMG0vPOnz9f73vf+zRs2DCNHTtWp512mlauXFlyTF/+Pe7Lz+3dQV+e9/jjj+/2Z/z5z3++5JiB8rx7KsLnLspkMjrjjDP0hS98YafH3XrrrVqzZk30kd/RSZJef/11nXzyyTrhhBO0fPlyXX755brwwgv14IMPxnz3/dfb83qep5NPPlmZTEZPPvmkbr/9dt1222265ppromMG0vP25Lrrriv587zkkkui99ra2nTiiSdq33331dKlS/W9731P11577YDdCOHOO+/U3LlzNW/ePC1btkxTp07V7NmztX597fcyb4T3vve9JX+Wjz/+ePTeFVdcof/6r//S7373O/3pT3/SX//6V51++ukNvNv+a29v19SpU3XjjTdWfP+73/2ufvSjH+mmm27SU089pSFDhmj27Nnq7CzsIX/22WfrxRdf1MMPP6z//u//1mOPPabPfe5z9XqEfunteSXppJNOKvkz/81vflPy/kB63j/96U+6+OKL9ec//1kPP/ywstmsTjzxRLW3t0fH9PbvcV9+bu8u+vK8knTRRReV/BkXFwAG0vPusSxq4tZbb7XDhw+v+J4ke9ddd/V47le+8hX73ve+t+S1M888086ePbuGd1hbPT3v/fffbx3HsWvXro1e+9nPfmZbW1ttV1eXtXZgPm+xfffd1/7whz/s8f2f/vSnduTIkdHzWmvtV7/6VTtlypQ63F3tHXvssfbiiy+OvvY8z+699952/vz5Dbyr2pg3b56dOnVqxfe2bNlik8mk/d3vfhe9tmLFCivJLl68uE53WFvlP4t837fjx4+33/ve96LXtmzZYtPptP3Nb35jrbX2pZdespLsM888Ex3zxz/+0Rpj7DvvvFO3e69GpZ+95513nj311FN7PGcgP6+11q5fv95Ksn/605+stX3797gvP7d3V+XPa621H/7wh+1ll13W4zkD+Xn3FFQ+6+Tiiy/W6NGjdeyxx+qWW26RLVpedfHixZo1a1bJ8bNnz9bixYvrfZu7bPHixTriiCOiHaqk4Fna2tr04osvRscM9OddsGCBRo0apaOPPlrf+973SoZrFi9erA996ENKpVLRa7Nnz9bKlSv17rvvNuJ2q5bJZLR06dKSPy/HcTRr1qwB9ee1M6+88or23ntv7b/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+ "text/plain": [ + "
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popularityloudness
popularity1.000.02
loudness0.021.00
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" + ], + "text/plain": [ + " popularity loudness\n", + "popularity 1.00 0.02\n", + "loudness 0.02 1.00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parson correlation coeficient: 0.02\n", + "Spearman correlation coeficient: 0.11\n" + ] + } + ], + "source": [ + "column1 = \"popularity\"\n", + "column2 = \"loudness\"\n", + "tmp_df = songs_df[[column1, column2]].copy()\n", + "\n", + "correlation_matrix = tmp_df.corr()\n", + "\n", + "sm.qqplot(tmp_df[column1], line='s');\n", + "plt.show()\n", + "sm.qqplot(tmp_df[column2], line='s');\n", + "plt.show()\n", + "\n", + "sns.pairplot(tmp_df, hue=column2, palette=\"coolwarm\", height=6)\n", + "plt.show()\n", + "\n", + "display(correlation_matrix)\n", + "\n", + "# method pearson\n", + "parsCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"pearson\")), 2)\n", + "# method spearman\n", + "spearCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"spearman\")), 2)\n", + "print(f\"Parson correlation coeficient: {parsCorr:.2f}\")\n", + "print(f\"Spearman correlation coeficient: {spearCorr:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "310eb55b", + "metadata": {}, + "source": [ + "While still far a way of a good correlation we can see that loudness has a bigger (positive) correlation than previous features." + ] + }, + { + "cell_type": "markdown", + "id": "aa98a14c", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: popularity - speechiness\n", + "Business Question: Is there relation between the song speechiness and its popularity?" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "id": "6e98fc81", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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9PObRWFpaGjt27CAyMtLa5uPjQ2RkJFu2bMnynC+++ILGjRvTv39/QkNDqV69OpMmTSIjI+OG90lNTSUxMTHTl4iIeB9XPA5TCHI/j+kRunjxIhkZGYSGZl5sKjQ0lAMHDmR5ztGjR9m4cSOdO3fmq6++4siRIzz33HOkp6czbty4LM+ZPHkyEyZMcHj9IiLiOZz9SEwBKPfwmB6h7DCbzYSEhPDWW29Rt25dOnbsyOjRo5k/f/4Nzxk5ciQJCQnWr1OnTrmwYhERcbdWY5wbgtYP1maquYnH9AgVL14cX19fzp07l6n93LlzhIWFZXlOyZIl8fPzw9fX19pWpUoVYmNjSUtLw9/f/7pzAgICCAgIcGzxIiLiMQ5ede71K4YVcu4NxC4e0yPk7+9P3bp12bBhg7XNbDazYcMGGjdunOU5d999N0eOHMFsNlvbDh06RMmSJbMMQSIiIs6kR2K5j8cEIYDo6GjefvttPvzwQ/bv30+/fv1ITk62ziLr2rUrI0eOtB7fr18/4uLiGDRoEIcOHWLNmjVMmjSJ/v37u+tbEBERL6UQlDt5zKMxgI4dO3LhwgXGjh1LbGwstWrVYu3atdYB1CdPnsTH559sFx4ezjfffMPzzz/PXXfdRenSpRk0aBDDhw9317cgIiJeJhz4QSEo1zJZLBaLu4vIzRITEwkODiYhIYGgoCB3lyMiIk5mz4wx9fLkXrb+/vaoR2MiIiIijqQgJCIi8v9ctaWG5B4KQiIiIigEeSsFIRER8XoKQd5LQUhERES8loKQiIhINjxeWzOJ3SIjAzZtctjlFIRERMSrZfex2NSO9zi4Ermp9HT44AOoUgXuvRdiYhxyWQUhERHxWiM++ylb52n9IBe6cgXmz4dKlaBHDzh8GIoVgz/+cMjlPWplaREREUdavCPe7nMUglwkORnefhtefx3OnDHaQkJg6FDo2xcKF3bIbRSERETEK2XnkdgDlf2cUIlkkpgI8+bB9Olw4YLRdvvtMGwYPPMM5M/v0NvZ/Whs586d/Pbbb9bXq1atokOHDowaNYq0tDSHFiciIuIM2R0XNPfpSAdXIlZxcTB+PJQtCyNHGiGoXDl46y04cgQGDHB4CIJsBKFnn32WQ4cOAXD06FGefPJJChQowGeffcawYcMcXqCIiIgj5WTNIP98GlrrcOfPw4gRRgCaMAHi4+HOO+Gjj+DQIejdGwICnHZ7uz/RQ4cOUatWLQA+++wzmjVrxqJFi/jggw9Yvny5o+sTERFxmJyEII0NcrA//4TBgyEiAqZMgaQkuOsuWLoUfv8dnn4a8jl/BI/dd7BYLJjNZgDWr1/PQw89BEB4eDgXL150bHUiIiIOotWjc4mjR43g88EHcG1ITYMGMGYMPPQQmEwuLcfuIFSvXj1eeeUVIiMj+f7773nzzTcBOHbsGKGhoQ4vUERExN3UG+QABw/CpEnwySfGoogAzZrBiy/C/fe7PABdY3cQmjlzJp07d2blypWMHj2aihUrArBs2TKaNGni8AJFRERyKie9QXf4OrAQb7RnjxGAli4Fi8Voa9UKRo+Ge9y/KKXJYrlWVc5cuXIFX19f/Pzy1tTCxMREgoODSUhIIChIy6mLiHiaKiPWkJKD89UblE3btsErr8AXX/zT1r698Qisfn2n397W39/ZGv4eHx/PO++8w8iRI4mLiwNg3759nD9/PnvVioiIOIlCkIv98AO0bm2M+/niC+ORV8eOsHs3rFrlkhBkD7sfje3Zs4f777+fIkWKcPz4cXr37k2xYsVYsWIFJ0+e5KOPPnJGnSIiInbTLDEXsVhg/XqjB2jzZqPN1xe6dDGmxt95p3vruwm7e4Sio6Pp0aMHhw8fJjAw0Nrepk0bNl/75kVERNxMIcgFLBZYvRoaNYKWLY0Q5OcHzz5r7An2wQe5OgRBNnqEtm3bxoIFC65rL126NLGxsQ4pSkREJCcUgpwsIwNWrICJE41HXgCBgUYAGjrU2BLDQ9gdhAICAkhMTLyu/dChQ5QoUcIhRYmIiGSXQpATXb0Kn35qzAI7cMBoK1QI+veH558HD1xGx+5HY+3bt+ell14iPT0dAJPJxMmTJxk+fDiPPfaYwwsUERGxVU5CkGP2Ms+jUlONneArV4auXY0QVKQIjBsHJ07Aq696ZAiCbAShadOmkZSUREhICCkpKTRv3pyKFStSuHBhJk6c6IwaRUREbum597/J0fm/qTfoeikpMHs2VKwIffoYq0IXLw6TJxsBaPx4KFbM3VXmiN2PxoKDg1m3bh0//vgje/bsISkpiTp16hAZqR15RUTEfb46eDXb5+qR2H9cugTz58O0aXDunNFWsiQMG2ZsglqwoHvrc6Bs72bWtGlTmjZt6shaREREXE4h6F/i440eoJkz4f/XCaRsWWMKfPfuxoDoPMamIDRr1iybLzhw4MBsFyMiIpId2R0bpBD0/y5cMMLPnDlwbUJUpUowahR07mxMic+jbNpio1y5crZdzGTi6NGjOS4qN9EWGyIiuZtCUA6cPQtTpxqPwS5fNtqqVzf2Afvf/4xFET2Urb+/beoROnbsmMMKExERcRSFoGw6cQJeew3efdeYEQZQt66xD1j79uCTrR24PFK2xwiJiIi4U/1X1rm7BM9z+LAx1f2jj4w1gQCaNIEXXzR2hDeZ3FufG9gUhKKjo3n55ZcpWLAg0dHRNz12+vTpDilMRETkRuq/so4LSWnZOtcrewD27jUWQVy8GMxmo+3++40eoObNvTIAXWPT34ddu3ZZF1DctWuXUwsSERG5mbiktGyHIIAj3vRYbOdOYxuMFSv+aWvb1hgD1Lix++rKRWwaLO3NNFhaRCR30RYaNtiyxdgJ/quv/ml77DEjANWu7b66XMjW3992j4bq2bMnly5duq49OTmZnj172ns5ERERmykE3YTFAt99ZzzyatLECEE+Psb0999/h2XLvCYE2cPuIPThhx+SkpJyXXtKSgofffSRQ4oSERH5r5yEoDzNYoGvv4amTeG++2DjRsiXD3r1goMH4eOPoVo1d1eZa9k8ZiwxMRGLxYLFYuHSpUsE/mt1yYyMDL766itCQkKcUqSIiHi3nIagPNkbZDbDqlXGI7CdO422gAB45hljK4wyZdxbn4ewOQgVKVIEk8mEyWTijjvuuO59k8nEhAkTHFqciIiIQtB/ZGTA0qXGIOi9e422AgWgXz8YMsTYE0xsZnMQ+u6777BYLNx3330sX76cYv/abdbf35+yZctSqlQppxQpIiKSHXkqBKWnG4+5Jk821gMCCAqCAQNg8GBjV3ixm81BqHnz5oCxynR4eDg+XrTqpIiIuEcFDY6GK1fg/feNhRBPnjTaihWD55+HqCgoUsSt5Xk6u9eVKlu2LPHx8WzdupXz589jvrYw0//r2rWrw4oTERHv5fUzxJKT4a234PXXjT3BAEJDYehQ6NsXChVyb315hN1BaPXq1XTu3JmkpCSCgoIw/Ws1SpPJ5PQgNHfuXF5//XViY2OpWbMms2fPpkGDBrc8b/HixXTq1ImHH36YlStXOrVGERHJGa8OQYmJMHcuTJ8OFy8abbffDsOHGzPB8ud3b315jN3Pt4YMGULPnj1JSkoiPj6ev//+2/oVFxfnjBqtlixZQnR0NOPGjWPnzp3UrFmTVq1acf78+Zued/z4cYYOHco999zj1PpERCTnvPZx2F9/wbhxULYsjBplhKDy5eHtt+GPP4zHYApBDmd3EDp9+jQDBw6kQIECzqjnpqZPn07v3r3p0aMHVatWZf78+RQoUID33nvvhudkZGTQuXNnJkyYQPny5V1YrYiIZEeGuwtwtdhYY7p7RAS89BLEx0OVKrBwobEO0DPPgL+/u6vMs+wOQq1atWL79u3OqOWm0tLS2LFjB5GRkdY2Hx8fIiMj2bJlyw3Pe+mllwgJCaFXr1423Sc1NZXExMRMXyIi4nydZ67J0SOxYAfW4hJ//gkDB0K5csY4oKQkqFXLWAH699+hSxdjYURxKrt/wm3btuWFF15g37591KhRAz8/v0zvt2/f3mHF/dvFixfJyMggNDQ0U3toaCgHDhzI8pwff/yRd999l5iYGJvvM3nyZK2HJCLiYo5YNXq3pzwWO3oUpkwxZoL9/4bmNGxo7ATftq1X7wTvDnYHod69ewNGT8t/mUwmMjJyR6fmpUuXePrpp3n77bcpbsfaCiNHjiQ6Otr6OjExkfDwcGeUKCIiOCYEecTYoAMHYNIkWLTIWBQRoHlzePFFY2sMBSC3sDsI/Xe6vKsUL14cX19fzp07l6n93LlzhIWFXXf8H3/8wfHjx2nXrp217Vrt+fLl4+DBg1SoUOG68wICAggICHBw9SIikpXOM70gBO3ebQSgzz4z9gUDaN3a2Am+aVP31ib2jxFyF39/f+rWrcuGDRusbWazmQ0bNtC4cePrjr/zzjv57bffiImJsX61b9+ee++9l5iYGPXyiIjkAj/F5uz8XB2Ctm6F9u2NcT9LlxohqEMH2Lbtn01Sxe2yNQorOTmZ77//npMnT5KWlpbpvYEDBzqksKxER0fTrVs36tWrR4MGDZg5cybJycn06NEDMBZzLF26NJMnTyYwMJDq1atnOr/I/6+++d92ERFxvTy7h9jmzcZGqOvWGa9NJujY0ZgSX6OGe2uT69gdhHbt2kWbNm24fPkyycnJFCtWjIsXL1KgQAFCQkKcGoQ6duzIhQsXGDt2LLGxsdSqVYu1a9daB1CfPHlSW3+IiHiAPBeCLBYj+LzyCvzwg9Hm6wtPPw0jRkDlyu6tT27IZLFce2BpmxYtWnDHHXcwf/58goOD2b17N35+fnTp0oVBgwbx6KOPOqtWt0hMTCQ4OJiEhASCgoLcXY6IiMfLUyHIYoHVq40AtG2b0ebvDz17GmsDlSvn3vq8mK2/v+3uPomJiWHIkCH4+Pjg6+tLamoq4eHhvPbaa4waNSpHRYuISN6WZ0JQRoYx7qdWLXj4YSME5c9v7AJ/9Ci8+aZCkIew+9GYn5+f9fFTSEgIJ0+epEqVKgQHB3Pq1CmHFygiIgK5JARdvWpMf580yVj1GYzNT6OijN3gQ0LcW5/Yze4gVLt2bbZt20alSpVo3rw5Y8eO5eLFiyxcuFCDkEVE5IYcsV6Q26SmwocfwquvwrFjRluRIkYP0IABUKyYO6uTHLD70dikSZMoWbIkABMnTqRo0aL069ePCxcu8NZbbzm8QBER8Xwe+0js8mWYNQsqVIBnnzVCUIkSRiA6ccLYJFUhyKPZPVja22iwtIhIznhkCLp0yRjnM20anD9vtJUqZQyA7t0b3LDxuNjH1t/f2s1NRERyLZeHoL//htmzYeZM489g7Ao/YgR07w7aeSDPsTsIlStXDtNN9kM5evRojgoSEZG8Iye9QS4NQRcuwIwZMGeO0RsEcMcdxiKITz0F/9lgXPIOu4PQ4MGDM71OT09n165drF27lhdeeMFRdYmIiIfziBB05gxMnQoLFhjjgQCqVzd2gn/8cWNRRMnT7A5CgwYNyrJ97ty5bN++PccFiYiI58v1Iej4cXjtNXj3Xbi2VVS9ekYAatcOtEuB13DYYOmjR49Sq1YtEhMTHXG5XEODpUVEbJfrB0YfPgyTJ8PChcaaQAB33w0vvggtWxr7gkme4PLB0suWLaOYphCKiHitXL1O0O+/G4sgLlkCZrPRFhlp9AA1a6YA5MWytaDivwdLWywWYmNjuXDhAvPmzXNocSIi4hkcEYKc0hu0YwdMnAiff/5P20MPwejR0KiR4+8nHsfuINShQ4dMr318fChRogQtWrTgzjvvdFRdIiLiARzVC+TwEPTzz8ZGqF9/bbw2meCxx4xZYLVrO/Ze4tG0oOItaIyQiEjWcl0Isljgu++MAPTdd0abj48x/X3kSKha1TH3EY/gtDFCp0+fZvny5Rw6dAh/f38qV67ME088QdGiRXNUsIiIeAZHjgVySAiyWIyen1degS1bjDY/P+jWzVgIsUKFnN9D8iy7gtC8efOIjo4mLS3Nmq4SExOJjo7mnXfeoVOnTlgsFmJiYqitrkcRkTwnV4UgsxlWrjQC0K5dRltAgLEFxgsvQJkyOa5R8j6bF0pYs2YNAwcOJCoqitOnTxMfH098fDynT5/m2WefpVu3bvz444907tyZ1atXO7NmERFxg1wTgq5ehUWLoEYNY9zPrl1QsCAMHWqsDzR7tkKQ2MzmMUItWrSgadOmvPLKK1m+P2bMGKZNm0ZYWBibNm2ibNmyDi3UXTRGSEQkl4SgtDT4+GNjHaAjR4y2oCAYOBAGDYLixR1Wo3g+W39/2xyEgoKC2LZtG5UrV87y/YMHD1KlShWOHz9OmTyUxBWERMTbuT0EXbkC770HU6bAyZNG2223QXQ09O8PwcEOq0/yDocPls7IyMDvJpvO+fn5kT9//jwVgkREvJ1bQ1BysrEH2OuvQ2ys0RYWZoz/6dMHChVyWG3ivWweI1StWjVWrVp1w/dXrlxJtWrVHFKUiIi4n9tCUEKCsQhi2bIwZIgRgsLDjZ3hjx41eoIUgsRBbO4R6t+/P/369SMgIIA+ffqQL59x6tWrV1mwYAFjxozRytIiInmEW0LQX3/BG2/ArFlGGAJj6vuoUdClC/j7O6wmkWtsDkLdunXjt99+IyoqipEjR1KhQgUsFgtHjx4lKSmJgQMH0r17dyeWKiIiruDyEBQbC9Onw7x5xuMwMBY/HDUKOnaEfA7bFlPkOnavLP3LL7/w6aefcvjwYQAqVapEp06daJRH92zRYGkR8SYu3TPs1Clj/M/bbxsDosHY/mLMGOjQwVgVWiSbnLaydKNGjfJs6BER8UYu7wH64w9jBtgHH0B6utHWqBG8+CI8+KB2gheXUn+jiIgXc+l+Yfv3w6RJxmKIZrPRdu+9Rg/QvfcqAIlbKAiJiHgpl4WgmBhjFtjy5ca+YGD0/IweDXff7ZAaRLJLQUhExAs58nHYDf36q7EP2Jdf/tP2yCNGAKpb1/n3F7GBgpCIiJdx+pig7783AtD69cZrHx9j9teoUVC9usPuLeII2RqSf/XqVdavX8+CBQu4dOkSAGfOnCEpKcmhxYmIiGM5LQRZLPDNN3DPPdCihRGC8uWDHj2MsUGLFikESa5kd4/QiRMnaN26NSdPniQ1NZUHHniAwoULM2XKFFJTU5k/f74z6hQRkRxySggym2H1aqMHaPt2o83fH3r1gmHDICLCYfcUcQa7g9CgQYOoV68eu3fv5rbbbrO2P/LII/Tu3duhxYmIiGM4fGB0RgYsW2YMgv7tN6Mtf37o2xeGDoVSpRxyPxFnszsI/fDDD/z888/4/2ep84iICE6fPu2wwkREJHc5/mpbY92fRYuMafCHDhlvFC4MUVEweDCEhLi1RhF72R2EzGYzGRkZ17X/+eefFC5c2CFFiYiI4zhktegJkcZO8K++CsePG41FixrhZ8AA488iHsjuwdItW7Zk5syZ1tcmk4mkpCTGjRtHmzZtHFmbiIi4WWD6FY6XPGJsftq3rxGCQkKMlaFPnICxYxWCxKPZvdfYn3/+SatWrbBYLBw+fJh69epx+PBhihcvzubNmwnJY92i2mtMRDxZdnuDCqZeZm/YUZg2DS5cMBpLlzYGQD/zDBQo4MAqRRzPaXuN3X777ezevZvFixezZ88ekpKS6NWrF507dyZ//vw5KlpERNwr6EoSPbZ/wfP7voa//zYaIyJg5Ejo1g0CAtxan4ijZWtBxXz58tGlSxdH1yIiIg5kT2/Qbcnx9Nq+kqd3rqFwWorRWLmysQhip07g5+ekKkXcy6Yg9MUXX9h8wfbt22e7GBERcQxbQ1DopYv02fo5T8WsJf/VVKOxRg1jI9THHgNfXydWKeJ+NgWhDh062HQxk8mU5YwyERFxHVtC0O0J5+j7yzL+99s6AjKuAhBTshK15k+Fhx4ytsUQ8QI2/U03m802fbkiBM2dO5eIiAgCAwNp2LAhW7duveGxb7/9Nvfccw9FixalaNGiREZG3vR4EZG8rlzcaV5fM5NNC3rTJeZrAjKu8uvt1Xj6iZeodfogtG+vECRexaM2XV2yZAnR0dHMnz+fhg0bMnPmTFq1asXBgweznK22adMmOnXqRJMmTQgMDGTKlCm0bNmSvXv3Urp0aTd8ByIiznWj3qDKF47Tf8tS2h74EV+LGYDNEbWZ06QjW8P/fw8wk8lVZYrkGnZPnwfYsGEDM2bMYP/+/QBUqVKFwYMHExkZ6fAC/61hw4bUr1+fOXPmAEZPVXh4OAMGDGDEiBG3PD8jI4OiRYsyZ84cunbtatM9NX1eRDxFViGoxtnDRG1ZQqvDv1jb1lVswNzGHYkpVdnaluUu8iIezGnT5+fNm8egQYN4/PHHGTRoEAC//PILbdq0YcaMGfTv3z/7Vd9EWloaO3bsYOTIkdY2Hx8fIiMj2bJli03XuHz5Munp6RQrVswpNYqIuMt/Q1DdP/cx4OcltDi2AwAzJr6qfDfzGj/BvtDymY5VCBJvZncQmjRpEjNmzCAqKsraNnDgQO6++24mTZrktCB08eJFMjIyCA0NzdQeGhrKgQMHbLrG8OHDKVWq1E17rlJTU0lNTbW+TkxMzF7BIiIuYg1BFgtNTuxmwJYlND5pbIR61eTDqqrNmdfoCf4oHn7duQpB4u3sDkLx8fG0bt36uvaWLVsyfPhwhxTlDK+++iqLFy9m06ZNBAYG3vC4yZMnM2HCBBdWJiKSfREj1oDFwr1HtzPg58XUOXMQgDSffCyrEcmbjR7nVJEwN1cpknvZHYTat2/P559/zgsvvJCpfdWqVTz00EMOK+y/ihcvjq+vL+fOncvUfu7cOcLCbv4f+dSpU3n11VdZv349d911102PHTlyJNHR0dbXiYmJhIdf//+iRETcrdzw1bQ+tIUBPy+h2vmjAFzJ58+nNVvxVoNHORtU4qbnqzdIJBtBqGrVqkycOJFNmzbRuHFjwBgj9NNPPzFkyBBmzZplPXbgwIEOK9Tf35+6deuyYcMG67pGZrOZDRs2ZHpM91+vvfYaEydO5JtvvqFevXq3vE9AQAABWkJeRHKzq1cZ9MgIvt2ylEp/nQIg2S+QhXXa8k79DlwseOtNUBWCRAx2zxorV66cbRc2mTh69Gi2irqRJUuW0K1bNxYsWECDBg2YOXMmS5cu5cCBA4SGhtK1a1dKly7N5MmTAZgyZQpjx45l0aJF3H333dbrFCpUiEKFCtl0T80aE5FcIy0NFi7k+NAXiYg/C0BiQEHer9uO9+u1Jz6/bf9GKQSJN3DarLFjx47lqLCc6NixIxcuXGDs2LHExsZSq1Yt1q5dax1AffLkSXz+tRDYm2++SVpaGo8//nim64wbN47x48e7snQRkexLSYF334XXXoNTp4gA/sofxLv1O7CwTlsuBRS0+VIKQSKZZWsdIW+iHiERcZukJFiwAKZOhdhYAM4XLMqCBo+yqNaDpPjfeOJHVhSCxJs4rUfIYrGwbNkyvvvuO86fP4/ZbM70/ooVK+yvVkRE/hEfD3PnwowZ8NdfAPwZVIL5DR/ns7seIDWfv92XVAgSyZrdQWjw4MEsWLCAe++9l9DQUExakl1ExDEuXoQ33oBZs+DaGmYVK/JCpbasrNaCdF+/bF1WIUjkxuwOQgsXLmTFihW0adPGGfWIiHif2FiYNg3efBOSk422atVg9Ggq7CpIho9vti+tECRyc3ZvMRwcHEz58uVvfaCIiNzcyZMQFQUREcY4oORkqFMHVqyAPXuI2B2kECTiZHYHofHjxzNhwgRSUlKcUY+ISN535Ag88wxUqGCMBUpNhcaN4auvYPt2eOQRIkZ9naNbKASJ2MbuR2NPPPEEn376KSEhIURERODnl/mZ9c6dOx1WnIhInrJvH0yaBJ9+Ctcmmtx3H4wZAy1awP+PucxqF3l7KASJ2M7uINStWzd27NhBly5dNFhaRMQWu3bBxInGI69rK5a0aQOjR0OTJpkOzWkIEhH72B2E1qxZwzfffEPTpk2dUY+ISN7xyy/wyiuw5l/h5tFHjQBUp06mQx0VgNQbJGIfu4NQeHi4FhYUEbkRiwW+/94IQBs2GG0+PvDkkzByJFSvft0pCkEi7mP3YOlp06YxbNgwjh8/7oRyREQ8lMUCa9fCPffAvfcaIShfPujZEw4cgE8+UQgSyYXs7hHq0qULly9fpkKFChQoUOC6wdJxcXEOK05EJNczm+GLL4weoB07jLaAAOjVC4YNg7Jlb3iqQpCI+9kdhGbOnOmEMkREPExGBnz2mTEI+vffjbYCBaBvXxgyBEqVuunpjghBk9pU5qlmFXN8HRFvlq1ZYyIiXis93XjMNXkyHDpktBUuDAMGwODBUKLELS/hiBCkXiARx7A7CP3blStXSEtLy9SmgdQikielpsL778Orr8KJE0ZbsWJG+ImKgqJFb3kJPQoTyX3sDkLJyckMHz6cpUuX8tf/74r8bxkZGQ4pTEQkV7h8Gd56C15/Hc6cMdpCQmDoUOMxWOHCNl1GIUgkd7J71tiwYcPYuHEjb775JgEBAbzzzjtMmDCBUqVK8dFHHzmjRhER10tMNHp/IiLg+eeNEHT77cbO8MePwwsvKASJ5AF29witXr2ajz76iBYtWtCjRw/uueceKlasSNmyZfnkk0/o3LmzM+oUEXGNuDgj7LzxBsTHG23lyhlrAHXtaswIs5EjV4lWCBJxDruDUFxcnHX3+aCgIOt0+aZNm9KvXz/HVici4irnz8P06cYmqElJRtudd8KoUdCpk7EmkI0cvU2GQpCI89gdhMqXL8+xY8coU6YMd955J0uXLqVBgwasXr2aIkWKOKFEEREnOn3aGP/z1luQkmK03XWXsRHqo4+Cr69dl1MvkIhnsTsI9ejRg927d9O8eXNGjBhBu3btmDNnDunp6UyfPt0ZNYqION6xYzBlijET7Nrs1wYNjAD00EPWneBtpV4gEc9ksliubYWcPcePH2fnzp1UrFiRu+66y1F15RqJiYkEBweTkJCgpQFE8oKDB401gD7+2FgUEaBZMyMARUbaFYCctVO8QpBIztn6+ztH6wgBREREEBERkdPLiIg41549MGkSLF1q7AsG0LKlsRN8s2Z2XcpZAQgUgkRczeYgtGXLFv766y8eeugha9tHH33EuHHjSE5OpkOHDsyePZsAO2ZUiIg43bZtxjYYq1b909a+vRGAGjSw6RLODD7/phAk4no2B6GXXnqJFi1aWIPQb7/9Rq9evejevTtVqlTh9ddfp1SpUowfP95ZtYqI2O7HH42NUL/5xnhtMsETTxizwGx4jO+q8HONQpCIe9gchGJiYnj55ZetrxcvXkzDhg15++23AQgPD2fcuHEKQiLiPhYLbNhgBKDvvzfafH2hc2djHaA777zhqa4OPtcoAIm4l81B6O+//yY0NNT6+vvvv+fBBx+0vq5fvz6nTp1ybHUiIrawWGDNGiMA/fqr0ebnBz17wrBh8P9rn4H7Ak9WFIJE3M/mIBQaGsqxY8cIDw8nLS2NnTt3MmHCBOv7ly5dws/PzylFiohkyWyGFSuMALR7t9EWGAh9+sALLxAxZze8tR/Y79Yys6IQJJI72ByE2rRpw4gRI5gyZQorV66kQIEC3HPPPdb39+zZQ4UKFZxSpIhIJlevwqefGtPg9xshJ8k/Px/XbsM79TtwMX9RmLPbzUVmTQFIJHexOQi9/PLLPProozRv3pxChQrx4Ycf4u/vb33/vffeo2XLlk4pUkQEgLQ0hj88lOd++Yyy8bEAJAQU5P167Xm/bnsS8tu2Cao7KACJ5E52L6iYkJBAoUKF8P3PsvNxcXEUKlQoUzjKC7Sgoojr3Gj8TkB6Kh33fEvfX5dT6tJFAP7KH8Q7DR5hYe22JAUUcGWZdlMIEnE9py2oGBwcnGV7sWLF7L2UiHiJ7A5QLpCWQuddX9Nn2wpKJMcDcK5QMRY0eIxPa7YixT/QgVU6ngKQSO6X45WlRcQ7uHK2VdCVJLru/JJe21ZR9MolAP4MCuHNRo+zrEYkqflyb8+zwo+IZ1EQEskjctO08OwqdjmBnttX0XXHlwSlXQbgaNFSzGv8BCurtuCqb+79J0sBSMQz5d5/VURymRGf/cTiHfHuLiNPKpEUR5+tK+gc8zUF0lMBOFC8LHMbP8GaO5ti9vG9xRVcT8FHJG9QEHKiDLOFrcfiOH/pCiGFA6lbtig7TvzN+UtXKF4wAExwPvEKcclpFCngT/xl43/jklOJu5zGmb9TrrumxWLhYlIaKelXSU03k3Y1g8vpGVjMFlKvmrlqtpBhNpORAWlmsGB8ieRGpRPO8+yvy+m451sCMtIB2BNWkTmNO7KuUkMsJh83V5iZwo9I3qMg5CRrfz/LhNX7OJtwxdrmYwKzUokIZf8+w3NbPuPRvRvxM2cAsL10FWY3eZLvy9Ux9gXLBRR8RPI+BSEnWPv7Wfp9vPO6nhiFIPF2lS6coP8vS2m3/wd8LWYAfixbkzlNOvJLeA23BSAFHhHvpSDkYBlmCxNW79PjKJF/qRZ7hKgtS3nw0M/Wtg0V6jO38RPsLF3FpbUo9IjIvykIOdjWY3GZHoeJeLM6p/cT9fMS7ju63dr21R1NmNukI3tDnb8lj0KPiNyKgpCDnb+kECRezmKh8cnfiNqymLtP7AEgw+TDF1WaMa/R/zhcoqzDb6nAIyLZpSCUQ/+dGVa8UIC7SxJxD4uFFkd3ELVlCfVOGxuhpvv4srz6/bzZ6HFOFC2Vrcsq5IiIM3lcEJo7dy6vv/46sbGx1KxZk9mzZ9OgQYMbHv/ZZ5/x4osvcvz4cSpVqsSUKVNo06aNQ2rJamZYWFAARQr4kXA5XeOExCuYLGZaHv6FqJ+XUOPcHwCk+vqxuGZLFjR8jDNBIVmep4AjIrmBRwWhJUuWEB0dzfz582nYsCEzZ86kVatWHDx4kJCQ6/+x/fnnn+nUqROTJ0/moYceYtGiRXTo0IGdO3dSvXr1HNVyo5lh5xJTrW0mtIaP5F13WDL4tlYyTJwIe/cajQUKQL9+BAwZQreSJenm3hJFRG7J7t3n3alhw4bUr1+fOXPmAGA2mwkPD2fAgAGMGDHiuuM7duxIcnIyX375pbWtUaNG1KpVi/nz59t0z6x2r80wW2g6ZeMNB0WbgOACfgTm8yU2UesIifs4pdclPR0+/hgmT4bDh422oCAYMAAGD4bixR1/TxEROzlt93l3SUtLY8eOHYwcOdLa5uPjQ2RkJFu2bMnynC1bthAdHZ2prVWrVqxcufKG90lNTSU1NdX6OjEx8bpjbjUzzALEX07nk1518PExaWXpPMyrHu9cuQLvvw9TpsCJE0ZbsWLw/PMQFQVFiri1PBGR7PCYIHTx4kUyMjIIDQ3N1B4aGsqBAweyPCc2NjbL42NjY294n8mTJzNhwoSb1mLrzLCLyak8XKt0prbGFW6z6VyRXCM5Gd56C15/Hc6eNdpCQ2HoUOjbFwoVcm99IiI5kLs28skFRo4cSUJCgvXr1KlT1x0TUjjQpmvZepxIrpSYaDz+ioiA6GgjBN1+O8yeDceOGUFIIUhEPJzH9AgVL14cX19fzp07l6n93LlzhIWFZXlOWFiYXccDBAQEEBBw8ynwDcoVo2RwILEJV7J87GQCwoIDaVCu2E2vI5IrxcXBG2/ArFkQH2+0lS8PI0dC167g7+/W8kREHMljeoT8/f2pW7cuGzZssLaZzWY2bNhA48aNszyncePGmY4HWLdu3Q2Pt5Wvj4lx7aoCRuj5t2uvx7Wriq9P7tg4UsQm587B8OFQtiy89JIRgu68ExYuhIMH4ZlnFIJEJM/xmCAEEB0dzdtvv82HH37I/v376devH8nJyfTo0QOArl27ZhpMPWjQINauXcu0adM4cOAA48ePZ/v27URFReW4ltbVS/JmlzqEBWd+/BUWHMibXerQunrJHN9DxCX+/BMGDTIegb32GiQlQc2a8NlnxrT4Ll0gn8d0HouI2MWj/nXr2LEjFy5cYOzYscTGxlKrVi3Wrl1rHRB98uRJfHz+yXZNmjRh0aJFjBkzhlGjRlGpUiVWrlyZ4zWErmldvSQPVA3LtLJ0g3LF1BMknuHoUWMG2PvvG1PiARo2hDFjoG1bt+0ELyLiSh61jpA72LoOgYjHOHDAGAT9ySeQkWG0NW8OL74I992nACQieUKeW0dIRHJozx5jFejPPoNr//+ndWsYPRqaNnVvbSIibqIgJJLXbd1qBKAvvvin7eGHjUdg9eq5ry4RkVxAQUgkr/rhB3jlFfj2W+O1yQQdO8KoUVCjhntrExHJJRSERPISiwXWrzcC0ObNRpuvLzz9NIwYAZUru7c+EZFcRkFIJC+wWGD1auMR2NatRpu/P/TsCcOGQbly7q1PRCSXUhAS8WQZGbBihdEDtGeP0ZY/Pzz7rLEFRunSNz9fRMTLKQiJeKKrV+HTT2HSJGM6PBj7fkVFGbvBh4S4tz4REQ+hICTiSVJT4aOPjHWAjh0z2ooUgcGDYcAAKKb97URE7KEgJOIJUlLgnXeMLTD+/NNoK1EChgyBfv1Ai32KiGSLgpBIbnbpEsyfD1OnwvnzRlupUsYA6N69oUAB99YnIuLhFIREcqP4eJg9G2bOhLg4oy0iwpgC3707BAS4rzYRkTxEQUgkN7lwAWbMgDlzjN4ggDvuMBZBfOop8PNzb30iInmMgpBIbnDmjPH4a8ECuHzZaKte3dgG4/HHjUURRUTE4RSERNzpxAmYMgXee8+YEQbG/l9jxkC7duDj4976RETyOAUhEXc4fNiYAr9wobEmEMDdd8OLL0LLlsa+YCIi4nQKQiKu9PvvxiKIS5aA2Wy0RUYaPUDNmikAiYi4mIKQiCvs2GHsA/b55/+0PfQQjB4NjRq5ry4RES+nICTiTD//bOwD9vXXxmuTCR57zJgFVru2e2sTEREFIRGHs1jgu++MAPTdd0abj48x/X3kSKha1b31iYiIlYKQiKNYLEbPzyuvwJYtRpufH3TrBsOHQ8WK7q1PRESuoyAkklNmM6xcaQSgXbuMtoAAYwuMF16AMmXcWp6IiNyYgpBIdl29CkuXGoOg9+0z2goWNDZBHTIEwsLcW5+IiNySgpCIvdLS4OOPjXWAjhwx2oKCYOBAGDQIihd3b30iImIzBSERW125YqwAPWUKnDxptN12Gzz/PPTvD0WKuLU8ERGxn4KQyK0kJxt7gL3+OsTGGm1hYTB0KDz7LBQq5N76REQk2xSERG4kIQHmzjV2g7940WgLDzdmgPXsCfnzu7c+ERHJMQUhkf/66y944w2YNcsIQwAVKhiLIHbpAv7+7q1PREQcRkFI5JrYWJg+HebNMx6HgbH44ahR0LEj5NN/LiIieY3+ZRc5dcoY//P228aAaDC2vxgzBjp0MFaFFhGRPElBSLzX0aPw6qvwwQeQnm60NWpkBKA2bbQTvIiIF1AQEu+zf7+xBtCiRZCRYbS1aAEvvgj33qsAJCLiRRSExHvs3m2sAr1smbEvGMCDD8Lo0XD33e6tTURE3EJBSPK+X381AtDq1f+0PfKIEYDq1nVfXSIi4nYKQpJ3bd5sbIS6bp3x2sfHmP01ahRUr+7e2kREJFdQEJK8xWIxgs8rr8APPxht+fLB00/DiBFwxx3urU9ERHIVBSHJG8xm+PJLIwBt22a0+ftDr14wbBhERLi1PBERyZ0UhMSzZWTA8uXGGKA9e4y2/Pmhb18YMgRKl3ZvfSIikqspCIlnSk+HTz+FSZPg4EGjrXBhiIqCwYMhJMSt5YmIiGdQEBLPkpoKH35oLIR47JjRVrSoEX4GDDD+LCIiYiMFIfEMly/DO+/Aa6/B6dNGW0iI8firXz+jN0hERMROHrOJUlxcHJ07dyYoKIgiRYrQq1cvkpKSbnr8gAEDqFy5Mvnz56dMmTIMHDiQhGu7iYtnuHQJpkwxBjsPGmSEoNKljd3hjx0zBkIrBImISDZ5TI9Q586dOXv2LOvWrSM9PZ0ePXrQp08fFi1alOXxZ86c4cyZM0ydOpWqVaty4sQJ+vbty5kzZ1i2bJmLqxe7/f03zJplBJ6//zbaIiJg5Ejo1g0CAtxanoiI5A0mi+XaXgO51/79+6latSrbtm2jXr16AKxdu5Y2bdrw559/UqpUKZuu89lnn9GlSxeSk5PJl8+2DJiYmEhwcDAJCQkEBQVl+3sQG50/DzNmwNy5Rm8QQOXKxiKInTqBn5976xMREY9g6+9vj3g0tmXLFooUKWINQQCRkZH4+Pjw66+/2nydaz+Mm4Wg1NRUEhMTM32JC5w5A88/b/T6vPqqEYJq1IAlS2DvXujaVSFIREQcziOCUGxsLCH/mQ6dL18+ihUrRmxsrE3XuHjxIi+//DJ9+vS56XGTJ08mODjY+hUeHp7tusUGx48bg53LlYOZMyElBerXh1WrICYGnngCfH3dXKSIiORVbg1CI0aMwGQy3fTrwIEDOb5PYmIibdu2pWrVqowfP/6mx44cOZKEhATr16lTp3J8f8nCoUPQowdUqgTz50NaGjRtCt98Y2yS2r69sTeYiIiIE7l1sPSQIUPo3r37TY8pX748YWFhnD9/PlP71atXiYuLIyws7KbnX7p0idatW1O4cGE+//xz/G7xeCUgIIAADcR1nt9+MxZBXLrU2BYD4IEHYMwYaNbMvbWJiIjXcWsQKlGiBCVKlLjlcY0bNyY+Pp4dO3ZQt25dADZu3IjZbKZhw4Y3PC8xMZFWrVoREBDAF198QWBgoMNqFztt325sg7Fy5T9t7drB6NFwk89QRETEmTzi2UOVKlVo3bo1vXv3ZuvWrfz0009ERUXx5JNPWmeMnT59mjvvvJOtW7cCRghq2bIlycnJvPvuuyQmJhIbG0tsbCwZGRnu/Ha8y08/wYMPGuN+Vq4Ekwn+9z/YtQu++EIhSERE3Mpj1hH65JNPiIqK4v7778fHx4fHHnuMWbNmWd9PT0/n4MGDXL58GYCdO3daZ5RVrFgx07WOHTtGhHYjdx6LBTZuNHaC37TJaPP1haeeMtYBqlLFreWJiIhc4xHrCLmT1hGyg8UCX31lBKBffjHa/Pyge3cYPhwqVHBreSIi4j1s/f3tMT1CkouZzfD550YAiokx2gIDoXdveOEF0BIEIiKSSykISfZdvWoseDhpEuzbZ7QVLAjPPQfR0XCLGX0iIiLupiAk9ktLg4ULYfJk+OMPoy04GAYONDZGve0299YnIiJiIwUhsV1KCrz3nrEb/LWFJosXN7bG6N/fCEMiIiIeREFIbi0pCRYsgKlT4dqWJmFhxvifZ581HoeJiIh4IAUhubGEBJgzx9gN/q+/jLYyZYwZYD17GgOiRUREPJiCkFzv4kV44w2YPdsIQwAVKxprAHXpAv7+7q1PRETEQRSE5B+xsTBtGrz5JiQnG23VqsGoUcYu8Pn010VERPIW/WYTOHkSXn8d3n4bUlONtjp1jI1QH35Yu8CLiEiepSDkzf74A159FT78ENLTjbbGjeHFF6F1a2NfMBERkTxMQcgb7dtnrAG0aJGxKjTAffcZPUAtWigAiYiI11AQ8iYxMTBxIixfbuwLBtCmDYweDU2auLU0ERERd1AQ8ga//GIEoC+//Kft0UeNQdB167qvLhERETdTEMqrLBbYvNnYCHX9eqPNxweefNKYBl+9unvrExERyQUUhPIaiwW+/dYIQD/+aLTlywddu8KIEVCpknvrExERyUUUhPIKsxlWrzYC0PbtRltAAPTqBcOGQdmy7q1PREQkF1IQ8nQZGbBsmTEG6LffjLYCBaBvXxgyBEqVcm99IiIiuZiCkKdKTzemv0+aBIcOGW2FC8OAATB4MJQo4dbyREREPIGCkKdJTYX334cpU+D4caOtWDEj/ERFQdGi7qxORETEoygIeYrLl+Gtt4ytMM6cMdpCQmDoUOMxWOHC7q1PRETEAykI5XaJiTBvHkyfDhcuGG23324MgH7mGcif3731iYiIeDAFodwqLg5mzYI33oD4eKOtXDljDaCuXY0ZYSIiIpIjCkK5zfnzRu/PvHlw6ZLRduedxirQnToZawKJiIiIQ+i3am5x+rQx/uettyAlxWi76y5jI9RHHwVfX/fWJyIikgcpCLnbsWPGDLD334e0NKOtQQMjAD30kHaCFxERcSIFIXc5eBAmT4aPPzYWRQRo1swIQJGRCkAiIiIuoCDkar/9ZqwCvXSpsS8YQMuWMHq0EYRERETEZRSEXGXbNiMArVr1T1v79kYAatDAfXWJiIh4MQUhZ/vxR2Mj1G++MV6bTPC//xmzwGrWdG9tIiIiXk5ByBksFtiwwQhA339vtPn6QufOxjpAd97p3vpEREQEUBByLIsF1qwxAtCvvxptfn7Qs6exEnT58u6tT0RERDJREHIEsxlWrDAC0O7dRltgIPTpAy+8YGyJISIiIrmOglBOmc3GYOcdO4zXhQrBc89BdDSEhrq3NhEREbkpBaGc8vGBpk3hjz9g4EAYNAiKFXN3VSIiImIDk8VybTEbyUpiYiLBwcEkJCQQFBSU9UFxccZg6OBg1xYnIiIiWbLp9zfqEXIM9QCJiIh4JB93FyAiIiLiLgpCIiIi4rUUhERERMRrKQiJiIiI1/KYIBQXF0fnzp0JCgqiSJEi9OrVi6SkJJvOtVgsPPjgg5hMJlauXOncQkVERMRjeEwQ6ty5M3v37mXdunV8+eWXbN68mT59+th07syZMzGZTE6uUERERDyNR0yf379/P2vXrmXbtm3Uq1cPgNmzZ9OmTRumTp1KqVKlbnhuTEwM06ZNY/v27ZQsWdJVJYuIiIgH8IgeoS1btlCkSBFrCAKIjIzEx8eHX69tbpqFy5cv89RTTzF37lzCwsJcUaqIiIh4EI/oEYqNjSUkJCRTW758+ShWrBixsbE3PO/555+nSZMmPPzwwzbfKzU1ldTUVOvrxMRE+wsWERERj+DWHqERI0ZgMplu+nXgwIFsXfuLL75g48aNzJw5067zJk+eTHBwsPUrPDw8W/cXERGR3M+tPUJDhgyhe/fuNz2mfPnyhIWFcf78+UztV69eJS4u7oaPvDZu3Mgff/xBkSJFMrU/9thj3HPPPWzatCnL80aOHEl0dLT1dWJiosKQiIhIHuXWIFSiRAlKlChxy+MaN25MfHw8O3bsoG7duoARdMxmMw0bNszynBEjRvDMM89kaqtRowYzZsygXbt2N7xXQEAAAQEBdnwXIiIi4qk8YoxQlSpVaN26Nb1792b+/Pmkp6cTFRXFk08+aZ0xdvr0ae6//34++ugjGjRoQFhYWJa9RWXKlKFcuXKu/hZEREQkF/KIIATwySefEBUVxf3334+Pjw+PPfYYs2bNsr6fnp7OwYMHuXz5skPva7FYAA2aFhER8STXfm9f+z1+IybLrY7wcn/++afGCImIiHioU6dOcfvtt9/wfQWhWzCbzZw5c4bChQvnmdWprw0AP3XqFEFBQe4uxyvpM8gd9Dm4nz6D3CEvfg4Wi4VLly5RqlQpfHxuPEneYx6NuYuPj89Nk6QnCwoKyjN/4T2VPoPcQZ+D++kzyB3y2ucQHBx8y2M8YmVpEREREWdQEBIRERGvpSDkhQICAhg3bpzWS3IjfQa5gz4H99NnkDt48+egwdIiIiLitdQjJCIiIl5LQUhERES8loKQiIiIeC0FIREREfFaCkICQGpqKrVq1cJkMhETE+PucrzK8ePH6dWrF+XKlSN//vxUqFCBcePGkZaW5u7S8rS5c+cSERFBYGAgDRs2ZOvWre4uyatMnjyZ+vXrU7hwYUJCQujQoQMHDx50d1le7dVXX8VkMjF48GB3l+JSCkICwLBhwyhVqpS7y/BKBw4cwGw2s2DBAvbu3cuMGTOYP38+o0aNcndpedaSJUuIjo5m3Lhx7Ny5k5o1a9KqVSvOnz/v7tK8xvfff0///v355ZdfWLduHenp6bRs2ZLk5GR3l+aVtm3bxoIFC7jrrrvcXYrLafq88PXXXxMdHc3y5cupVq0au3btolatWu4uy6u9/vrrvPnmmxw9etTdpeRJDRs2pH79+syZMwcw9hQMDw9nwIABjBgxws3VeacLFy4QEhLC999/T7NmzdxdjldJSkqiTp06zJs3j1deeYVatWoxc+ZMd5flMuoR8nLnzp2jd+/eLFy4kAIFCri7HPl/CQkJFCtWzN1l5ElpaWns2LGDyMhIa5uPjw+RkZFs2bLFjZV5t4SEBAD9vXeD/v3707Zt20z/TXgTbbrqxSwWC927d6dv377Uq1eP48ePu7skAY4cOcLs2bOZOnWqu0vJky5evEhGRgahoaGZ2kNDQzlw4ICbqvJuZrOZwYMHc/fdd1O9enV3l+NVFi9ezM6dO9m2bZu7S3Eb9QjlQSNGjMBkMt3068CBA8yePZtLly4xcuRId5ecJ9n6Ofzb6dOnad26Nf/73//o3bu3myoXca3+/fvz+++/s3jxYneX4lVOnTrFoEGD+OSTTwgMDHR3OW6jMUJ50IULF/jrr79uekz58uV54oknWL16NSaTydqekZGBr68vnTt35sMPP3R2qXmarZ+Dv78/AGfOnKFFixY0atSIDz74AB8f/f8UZ0hLS6NAgQIsW7aMDh06WNu7detGfHw8q1atcl9xXigqKopVq1axefNmypUr5+5yvMrKlSt55JFH8PX1tbZlZGRgMpnw8fEhNTU103t5lYKQFzt58iSJiYnW12fOnKFVq1YsW7aMhg0bcvvtt7uxOu9y+vRp7r33XurWrcvHH3/sFf/4uFPDhg1p0KABs2fPBoxHM2XKlCEqKkqDpV3EYrEwYMAAPv/8czZt2kSlSpXcXZLXuXTpEidOnMjU1qNHD+68806GDx/uNY8pNUbIi5UpUybT60KFCgFQoUIFhSAXOn36NC1atKBs2bJMnTqVCxcuWN8LCwtzY2V5V3R0NN26daNevXo0aNCAmTNnkpycTI8ePdxdmtfo378/ixYtYtWqVRQuXJjY2FgAgoODyZ8/v5ur8w6FCxe+LuwULFiQ2267zWtCECgIibjdunXrOHLkCEeOHLkugKrD1jk6duzIhQsXGDt2LLGxsdSqVYu1a9deN4BanOfNN98EoEWLFpna33//fbp37+76gsRr6dGYiIiIeC2NxhQRERGvpSAkIiIiXktBSERERLyWgpCIiIh4LQUhERER8VoKQiIiIuK1FIRERETEaykIiYiIiNdSEBLxYps2bcJkMhEfH+/uUuxiMplYuXKlw64XERHBzJkzHXY9dzl+/Dgmk4mYmBjAcz9fEVdSEBLJo0wm002/xo8f7+4Sb2n8+PHUqlXruvazZ8/y4IMPurSWuLg4Bg8eTNmyZfH396dUqVL07NmTkydPurSOa7p3706HDh0ytYWHh3P27Fmv2idKJKe015hIHnX27Fnrn5csWcLYsWM5ePCgta1QoUJs377dHaWRlpaGv79/ts939Wa0cXFxNGrUCH9/f+bPn0+1atU4fvw4Y8aMoX79+mzZsoXy5cu7tKas+Pr6aqNeETupR0gkjwoLC7N+BQcHYzKZMrUVKlTIeuyOHTuoV68eBQoUoEmTJpkCE8CqVauoU6cOgYGBlC9fngkTJnD16lXr+ydPnuThhx+mUKFCBAUF8cQTT3Du3Dnr+9d6dt555x3KlStHYGAgAPHx8TzzzDOUKFGCoKAg7rvvPnbv3g3ABx98wIQJE9i9e7e1F+uDDz4Arn809ueff9KpUyeKFStGwYIFqVevHr/++isAf/zxBw8//DChoaEUKlSI+vXrs379ert+lqNHj+bMmTOsX7+eBx98kDJlytCsWTO++eYb/Pz86N+/v/XYrB6z1apVK1MP3PTp06lRowYFCxYkPDyc5557jqSkJOv7H3zwAUWKFOGbb76hSpUqFCpUiNatW1vD7fjx4/nwww9ZtWqV9WezadOm6x6NZeXHH3/knnvuIX/+/ISHhzNw4ECSk5Ot78+bN49KlSoRGBhIaGgojz/+uF0/KxFPoyAkIowePZpp06axfft28uXLR8+ePa3v/fDDD3Tt2pVBgwaxb98+FixYwAcffMDEiRMBMJvNPPzww8TFxfH999+zbt06jh49SseOHTPd48iRIyxfvpwVK1ZYf1H/73//4/z583z99dfs2LGDOnXqcP/99xMXF0fHjh0ZMmQI1apV4+zZs5w9e/a6awIkJSXRvHlzTp8+zRdffMHu3bsZNmwYZrPZ+n6bNm3YsGEDu3btonXr1rRr187mR1pms5nFixfTuXPn63pb8ufPz3PPPcc333xDXFyczT9vHx8fZs2axd69e/nwww/ZuHEjw4YNy3TM5cuXmTp1KgsXLmTz5s2cPHmSoUOHAjB06FCeeOIJazg6e/YsTZo0ueV9//jjD1q3bs1jjz3Gnj17WLJkCT/++CNRUVEAbN++nYEDB/LSSy9x8OBB1q5dS7NmzWz+vkQ8kkVE8rz333/fEhwcfF37d999ZwEs69evt7atWbPGAlhSUlIsFovFcv/991smTZqU6byFCxdaSpYsabFYLJZvv/3W4uvrazl58qT1/b1791oAy9atWy0Wi8Uybtw4i5+fn+X8+fPWY3744QdLUFCQ5cqVK5muXaFCBcuCBQus59WsWfO6ugHL559/brFYLJYFCxZYChcubPnrr79s/GlYLNWqVbPMnj3b+rps2bKWGTNmZHlsbGysBbjh+ytWrLAAll9//fWG16pZs6Zl3LhxN6zns88+s9x2223W1++//74FsBw5csTaNnfuXEtoaKj1dbdu3SwPP/xwpuscO3bMAlh27dplsVj++Xz//vtvi8VisfTq1cvSp0+fTOf88MMPFh8fH0tKSopl+fLllqCgIEtiYuINaxXJazRGSES46667rH8uWbIkAOfPn6dMmTLs3r2bn376ydoDBJCRkcGVK1e4fPky+/fvJzw8nPDwcOv7VatWpUiRIuzfv5/69esDULZsWUqUKGE9Zvfu3SQlJXHbbbdlqiUlJYU//vjD5tpjYmKoXbs2xYoVy/L9pKQkxo8fz5o1azh79ixXr14lJSXF7kHOFovlpu/bM+Zp/fr1TJ48mQMHDpCYmMjVq1etP88CBQoAUKBAASpUqGA9p2TJkpw/f96umv9r9+7d7Nmzh08++cTaZrFYMJvNHDt2jAceeICyZctSvnx5WrduTevWrXnkkUesNYnkRQpCIoKfn5/1zyaTCSDTo6UJEybw6KOPXnfetbE+tihYsGCm10lJSZQsWZJNmzZdd2yRIkVsvm7+/Plv+v7QoUNZt24dU6dOpWLFiuTPn5/HH3+ctLQ0m65fokQJa6jLyv79+8mXLx/lypUDjMde/w1N6enp1j8fP36chx56iH79+jFx4kSKFSvGjz/+SK9evUhLS7OGjn9/JmB8LrcKY7eSlJTEs88+y8CBA697r0yZMvj7+7Nz5042bdrEt99+y9ixYxk/fjzbtm2z6zMR8SQKQiJyU3Xq1OHgwYNUrFgxy/erVKnCqVOnOHXqlLVXaN++fcTHx1O1atWbXjc2NpZ8+fIRERGR5TH+/v5kZGTctL677rqLd955h7i4uCx7hX766Se6d+/OI488Ahhh4Pjx4ze95r/5+PjwxBNP8Mknn/DSSy9lGieUkpLCvHnzeOSRRwgODgaM4PTvGXuJiYkcO3bM+nrHjh2YzWamTZuGj48xTHPp0qU213ONLT+b/6pTpw779u274WcJkC9fPiIjI4mMjGTcuHEUKVKEjRs3ZhmERfICDZYWkZsaO3YsH330ERMmTGDv3r3s37+fxYsXM2bMGAAiIyOpUaMGnTt3ZufOnWzdupWuXbvSvHlz6tWrd8PrRkZG0rhxYzp06MC3337L8ePH+fnnnxk9erR1Wn9ERATHjh0jJiaGixcvkpqaet11OnXqRFhYGB06dOCnn37i6NGjLF++nC1btgBQqVIl6wDt3bt389RTT1l7u2w1ceJEwsLCeOCBB/j66685deoUmzdvplWrVvj4+PDGG29Yj73vvvtYuHAhP/zwA7/99hvdunXD19fX+n7FihVJT09n9uzZHD16lIULFzJ//ny76rn2s9mzZw8HDx7k4sWLmXqdbmT48OH8/PPPREVFERMTw+HDh1m1apV1sPSXX37JrFmziImJ4cSJE3z00UeYzWYqV65sd30inkJBSERuqlWrVnz55Zd8++231K9fn0aNGjFjxgzKli0LGI9sVq1aRdGiRWnWrBmRkZGUL1+eJUuW3PS6JpOJr776imbNmtGjRw/uuOMOnnzySU6cOEFoaCgAjz32GK1bt+bee++lRIkSfPrpp9ddx9/fn2+//ZaQkBDatGlDjRo1ePXVV63hY/r06RQtWpQmTZrQrl07WrVqRZ06dez6GRQvXpxffvmFe++9l2effZZy5crRvHlzMjIyiImJsY6rAhg5ciTNmzfnoYceom3btnTo0CHTWJ+aNWsyffp0pkyZQvXq1fnkk0+YPHmyXfUA9O7dm8qVK1OvXj1KlCjBTz/9dMtz7rrrLr7//nsOHTrEPffcQ+3atRk7diylSpUCjEeSK1as4L777qNKlSrMnz+fTz/9lGrVqtldn4inMFly+tBZRMQLvfvuuzz33HMsWbLkuhWeRcRzqEdIRCQbevXqxeLFi9m/fz8pKSnuLkdEskk9QiIiIuK11CMkIiIiXktBSERERLyWgpCIiIh4LQUhERER8VoKQiIiIuK1FIRERETEaykIiYiIiNdSEBIRERGvpSAkIiIiXuv/ALIy3f76U4VJAAAAAElFTkSuQmCC", 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", 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" + ], + "text/plain": [ + " popularity speechiness\n", + "popularity 1.00 -0.15\n", + "speechiness -0.15 1.00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parson correlation coeficient: -0.15\n", + "Spearman correlation coeficient: -0.17\n" + ] + } + ], + "source": [ + "column1 = \"popularity\"\n", + "column2 = \"speechiness\"\n", + "tmp_df = songs_df[[column1, column2]].copy()\n", + "\n", + "correlation_matrix = tmp_df.corr()\n", + "\n", + "sm.qqplot(tmp_df[column1], line='s');\n", + "plt.show()\n", + "sm.qqplot(tmp_df[column2], line='s');\n", + "plt.show()\n", + "\n", + "sns.lmplot(tmp_df, y=column1, x=column2, hue=column1, palette=\"coolwarm\", legend=False, height=10)\n", + "plt.show()\n", + "\n", + "display(correlation_matrix)\n", + "\n", + "# method pearson\n", + "parsCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"pearson\")), 2)\n", + "# method spearman\n", + "spearCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"spearman\")), 2)\n", + "print(f\"Parson correlation coeficient: {parsCorr:.2f}\")\n", + "print(f\"Spearman correlation coeficient: {spearCorr:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "59fccab2", + "metadata": {}, + "source": [ + "We can see a small negative correlation but it's to small to see any linear relationship in the imap chart" + ] + }, + { + "cell_type": "markdown", + "id": "08e21e46", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: popularity - instrumentalness\n", + "Business Question: Is there relation between the song instrumentalness and its popularity?" + ] + }, + { + "cell_type": "code", + "execution_count": 189, + "id": "ca1ed46a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+fDmbN2+mW7du2fUliIiIqzhxAp54AoYNMzbzfPllOHgQGjd2dGXygEwWi8Xi6CIATCYTixcvpm3btum+Zvfu3dSuXZs///yTYsWKceTIESpUqMDu3bupWbMmAKtWraJly5acO3eOkJCQDH3uuLg4/P39iY2Nxc/Pzx5fjoiI5BQWi/FkVZ8+xjwdf3+YOhVeecXRlcl9ZPT3d46asxMbG4vJZCIgIACAHTt2EBAQYA06AGFhYbi5ubFr1650x0lMTCQuLi7Vh4iI5EJXr8ILL0CXLkbQadjQWENHQcel5Jiwc+vWLQYNGsTLL79sTW9RUVEUKVIk1es8PDwIDAwkKioq3bFGjRqFv7+/9SM0NDRLaxcRESe0Zo3xSPmiReDpCaNHG/Nzihd3dGViZzki7CQnJ/Piiy9isViYNm3aA483ZMgQYmNjrR9nz561Q5UiIpIj3LxpPFLerJmxWGC5crBzJwwaZGzmKS7H6dfZuRN0/vzzT9avX5/qnlxwcDCXL19O9frbt28THR1N8D0We/L29sbb2zvLahYRESd14ICxr9WhQ8Zxjx7w0UeQL59j65Is5dSdnTtB59ixY/z8888ULFgw1fV69eoRExNDZGSk9dz69esxm83UqVMnu8sVERFnZTbDuHHGruSHDkFQEKxYYayGrKDj8hza2YmPj+f48ePW41OnTrF//34CAwMpWrQoL7zwAnv37mX58uWkpKRY5+EEBgbi5eVF+fLlad68OV27dmX69OkkJyfTs2dP2rdvn+EnsURExMWdOwcdOxrzcQCeeQY+/xz+MedTXJdDHz3fuHEjTZo0uet8x44def/99ylZsmSa79uwYQON/7vuQXR0ND179mTZsmW4ubnRrl07Jk2ahI8NO9Dq0XMRERf13XfwxhsQE2N0cCZOhH//21gVWXK8jP7+dpp1dhxJYUdExMXExkKvXjB3rnFcqxZ8/TU88ohj6xK7csl1dkRERO5r61aoUsUIOm5u8N57sG2bgk4u5vRPY4mIiGRIcjK8/76xXo7ZDCVLGoHn8ccdXZk4mMKOiIjkfEePQocOsGePcdypE3zyCWhqgqDbWCIikpNZLDB9OlSrZgSdAgXg+++Nva4UdOS/1NkREZGc6fJlY0+r5cuN46ZNYfZseOghx9YlTkedHRERyXlWrDD2tVq+HLy8YPx4Y68rBR1Jgzo7IiKSc9y4AQMGwJ19EitWhPnzjeAjkg51dkREJGeIjITq1f8XdPr2hd27FXTkvhR2RETEuaWkwKhRULeu8dRVSAisXWvcusqTx9HVSQ6g21giIuK8Tp+G116DLVuM43btYMYM+MfG0CL3os6OiIg4H4vF2N6hShUj6Pj4wKxZxmPlCjpiI3V2RETEuVy7Bt27w7ffGsf16xsrIZcq5di6JMdSZ0dERJzHhg1QubIRdNzd4YMPYNMmBR15IOrsiIiI4yUmGht2jh1r3MIqUwbmzYPatR1dmbgAhR0REXGsQ4cgPBwOHDCOu3Y1nrTy8XFsXeIydBtLREQcw2yGSZOgRg0j6BQqBEuWwGefKeiIXamzIyIi2e/iRejcGVavNo5btICvvoLgYMfWJS5JnR0REcleixcbqx6vXm0sCvjpp8ZeVwo6kkXU2RERkewRHw8REfDll8Zx1arGJOQKFRxZleQC6uyIiEjW27nTCDdffgkmEwwaBLt2KehItlBnR0REss7t2zByJPznP8YeV6GhxgKBjRo5ujLJRRR2REQka5w4AR06GF0dgFdegSlTICDAoWVJ7qPbWCIiYl8Wi/FkVZUqRtDx9zfm5sybp6AjDqHOjoiI2M9ff8Ebb8CiRcZxw4YwZw4UL+7YuiRXU2dHRETsY80aY1+rRYvA0xPGjIH16xV0xOHU2RERkQdz8yYMHmyshgxQrpxxy6p6dcfWJfJfCjsiIpJ5Bw4Y+1odOmQc9+gBH30E+fI5ti6Rv9FtLBERsZ3ZbOxQXru2EXSCgoxVkD/9VEFHnI46OyIiYpuzZ6FjR9iwwTh+5hn44gsoXNixdYmkQ50dERHJuO++MyYhb9hgdHA++8zYqVxBR5yYOjsiInJ/sbHQq5ex+jFArVrGJOSyZR1bl0gG2NzZ2bt3L7/++qv1eOnSpbRt25b/+7//Iykpya7FiYiIE9i61VggcO5ccHOD996DbdsUdCTHsLmz88YbbzB48GAqVarEyZMnad++Pc899xzff/89N27cYOLEiVlQpoiIZLukJBg+HEaPNiYklywJX38N9es7pJwSg1c45PPmBm6Au5uxR6uHm4k8Hm54e7jj5mYir6cb3p4eeLmbSEqx4O3hRh5Pdwr5eGMygclkomhAHgLyehF3KxmLBQrk86KQrzdFfLzBBJfjbhGdkESgjzfBfnmoXTIQgF9ORXP5+i2K+Brn3N1MpJgtaZ5/EDaHnT/++IOqVasC8P3339OwYUPmz5/Ptm3baN++vU1hZ/PmzXz88cdERkZy8eJFFi9eTNu2ba3XLRYLw4YN4/PPPycmJobHH3+cadOmUfZv/5qIjo6mV69eLFu2DDc3N9q1a8cnn3yCj4+PrV+aiIjccfSo8Uh5ZKRx3KkTfPIJ+Pk5pBwFnaxlxsizAEkpFm4kpwApWfb5AvJ5AhBzI9l6rqh/Hp6pUpQfD1zkYuytVOeHtalA84pFM/35bA47FosF83+/Iz///DOtW7cGIDQ0lL/++sumsRISEqhSpQqvv/46zz///F3XP/roIyZNmsTs2bMpWbIk7733Hs2aNePw4cPkyZMHgPDwcC5evMjatWtJTk6mc+fOdOvWjfnz59v6pYmIiMUCM2ZAv37GYoEFChiTkF94wa6fRuEld/t7yLnjYuwtZmw+ddf5qNhbdP96L9M6VM904DFZLBaLLW948sknCQ0NJSwsjC5dunD48GHKlCnDpk2b6NixI6dPn85cISZTqs6OxWIhJCSE/v37M2DAAABiY2MJCgpi1qxZtG/fniNHjlChQgV2795NzZo1AVi1ahUtW7bk3LlzhISEZOhzx8XF4e/vT2xsLH4O+leLiIjDXb4MXbrA8uXGcVgYzJoFDz1k10+joCO2MgHB/nnYOujJVLe0Mvr72+bOzsSJEwkPD2fJkiW88847lClTBoAffviB+na8j3vq1CmioqIICwuznvP396dOnTrs2LGD9u3bs2PHDgICAqxBByAsLAw3Nzd27drFc889l+bYiYmJJCYmWo/j4uLsVreISI60fLkRdC5fBi8vY55Onz7GhGQbKcyIvVkwOj+/nIqmXumCNr/f5rBTuXLlVE9j3fHxxx/j7u5ucwHpiYqKAiAoKCjV+aCgIOu1qKgoihQpkuq6h4cHgYGB1tekZdSoUQwfPtxutYqI5Fg3bsCAATBtmnFcqZLxSHmlSpkaTkFHstLl67fu/6I0ZGqdnZiYGH744QdOnDjB22+/TWBgIIcPHyYoKIiH7NzuzApDhgyhX79+1uO4uDhCQ0MdWJGIiANERhqTkI8eNY779oUPP4T/zolMjwKNOEoR33v/3UyPzWHn4MGDNG3alICAAE6fPk3Xrl0JDAxk0aJFnDlzhjlz5mSqkH8KDg4G4NKlSxQt+r8JSZcuXbI+DRYcHMzly5dTve/27dtER0db358Wb29vvL297VKniEiOk5JibNY5dCjcvg0hITB7tjFH5z4UdMQR7szZufPIuq1sDjv9+vWjc+fOfPTRR/j6+lrPt2zZkldeeSVTRaSlZMmSBAcHs27dOmu4iYuLY9euXXTv3h2AevXqERMTQ2RkJDVq1ABg/fr1mM1m6tSpY7daRERcxunT8OqrxkKBYDxlNWMGBKb+JaJQI87iznTkYW0qZHq9HZvDzu7du5kxY8Zd5x966KF7zpNJS3x8PMePH7cenzp1iv379xMYGEixYsWIiIhgxIgRlC1b1vroeUhIiPWJrfLly9O8eXO6du3K9OnTSU5OpmfPnrRv3z7DT2KJiOQKFosxF6dHD4iLAx8fY4fy114zVpL7GwUdyWq2rLMT7Ih1dry9vdN8eumPP/6gsI0bwe3Zs4cmTZpYj+/Mo+nYsSOzZs1i4MCBJCQk0K1bN2JiYmjQoAGrVq2yrrEDMG/ePHr27EnTpk2tiwpOmjTJ1i9LRMR1XbsG3bvDt98ax/XrG1s/lCp110sVdHInZ1pBeWDz8nZfQdnmdXb+/e9/c/XqVb777jsCAwM5ePAg7u7utG3bloYNG+bI7SK0zo6IuKz166FjRzh3Dtzd4f33YfBg8DD+resK4eb06FaOLkEcJKO/v21eQGHcuHHEx8dTpEgRbt68SaNGjShTpgy+vr6MHDnygYoWERE7SUyEt982Jh2fO2ds2rl9O7z7roKO5Do2d3bu2Lp1KwcPHiQ+Pp7q1aunWvwvp1FnR0RcyqFDxiPlBw4AML9KM0Y8+W9ueOV1cGH3p/Aitsjo7+9Mhx1XorAjIi7BbDYmHQ8caHR2ChWia8M3WVu2rqMryxAFHbGVXbeLsGXCb+/evTP8WhERsZOLF9n0eGsandoLwIZSNRjYIoIrPgUcXNj/KMyIo2Sos1OyZMmMDWYycfLkyQcuKrupsyMiOdrixUSHdyLwZhy3PLwY0aQLX1dredcj5Y7iBpxU0JEsYNfOzqlTd2+5LiIijnFnYnG+pJsM+/kzXvp1LYHAb0Gl6dN6ACcKOWb7G3VuxFllam8sERFxjDtBp9r535mwfBwlYi5ixsSMOu0Y/0Q4ye6eDqlLQUecWYbCTr9+/fjPf/5D/vz5U22gmZbx48fbpTARkdwurUfD3c0p9Nq+gJ7bv8XDYuacX2H6t+rHrmKZ26U8MxRsJKfJUNjZt28fycnJ1j+LiEjWSivoFL92gYnLxlHtorFL+ZIKjRj6VHfi8vhkW10KOpIT6dFzNEFZRBzrvov7WSz869e1vP/zZ+RPvkWcd37efbo7P1ZonC31AXSoFciIdvWy7fOJZIRdJyj/3euvv84nn3ySasdzgISEBHr16sVXX31le7UiIrnU/YJOgRuxjFr9Kc3/2AHAztCK9G/Vj/P+RbK0LnVwxJXY3Nlxd3fn4sWLFCmS+j+0v/76i+DgYG7fvm3XArODOjsi4gj3CzpPnNrL2J8mEhQfTZKbB+MaduDzWs9hdnPPspryA4cUdCSHsHtnJy4uDovFgsVi4fr166l2Hk9JSeGnn366KwCJiEhqGdmPyjs5kcGbZtE5chkAxwqGEtFmAIeCStu1FnVvJLfIcNgJCAjAZDJhMpl45JFH7rpuMpkYPny4XYsTEXElGQk65S+fZOKysTz61xkAZlVvzejGnbjlmec+77SNgo7kJhkOOxs2bMBisfDkk0+ycOFCAgMDrde8vLwoXrw4ISEhWVKkiEhOZMuu4iaLmX//soQBW+bgnXKbK/kDeLtFBBtL13zgOhRsJLfLcNhp1KgRYKymHBoaipubW5YVJSKS09kSdIrGXWHcignUP3MQgDVl6zK4eS+i8/k/cB0KOiKZeBqrePHixMTE8Msvv3D58mXMZnOq66+99prdihMRyQk2HrxEp/l7MvXe1kc2M3L1FPwTE7jh6c0HT3ZlQZVmmdrXSsFGJG02h51ly5YRHh5OfHw8fn5+mP72H6TJZFLYEZFcxZYOzt/5Jibw/trptDu0AYD9RcsS0XoApwMfytR4Cjoi6bM57PTv35/XX3+dDz/8kHz58mVFTSIiTi2zAeeOWmd/Y8Ly8Twcd5kUkxuf1nuRyfXbc9s9Y/9LVrARsY3NYef8+fP07t1bQUdEcqUHCTqeKcn02fYN3Xf+gLvFzBn/ICJaD2Dvw+UzPIaCjojtbA47zZo1Y8+ePZQqVSor6hERcToP2skBKH31LBOWj6Ny1HEAvqsUxgdNuxHvfe9/OCrciDw4m8NOq1atePvttzl8+DCVKlXC09Mz1fVnnnnGbsWJiDjaAwcdi4Xw/St5d/2X5L2dSEweH4Y068nKcg3u+1YFHRH7sHm7iHs9cm4ymUhJSXngorKbtosQkbQ8aNAplHCNMSsn0fTEbgC2FK/KgFYRXPItdN/3KuiI3F+WbQT6z0fNRURcjT1uWz15/Bc+WvkJhW7EkujuyZhGnZhZsw0WU9r/YFS4Eck6NocdERFX9qBBJ0/yLd5d/yUd9q8E4EjhEkS0GcDRwiXSfY+CjkjWylTYSUhIYNOmTZw5c4akpKRU13r37m2XwkREspM9ujmVLh5j4vJxlI4+B8AXNZ/l40YdSfTwSvU6hRuR7GVz2Nm3bx8tW7bkxo0bJCQkEBgYyF9//UW+fPkoUqSIwo6I5DgPGnTczCm8uWshfbfOw9OcQpRPIP1b9WNbiap3vVZBRyT72Rx2+vbtS5s2bZg+fTr+/v7s3LkTT09POnToQJ8+fbKiRhERu7NHJwfg4dhLjF8+jtrnDgOw4tHH+b9mPYnN66tgI+IkbA47+/fvZ8aMGbi5ueHu7k5iYiKlSpXio48+omPHjjz//PNZUaeIiN3YJehYLDx3aAMfrJ2Gb9JN4r3yMizsTRZWfBJMJgUdESdic9jx9PS0Pn5epEgRzpw5Q/ny5fH39+fs2bN2L1BExF7s1c3xuxXPh6un0Pr3LQDseag8fVv3Z8v0Loyzy2cQEXuyOexUq1aN3bt3U7ZsWRo1asTQoUP566+/mDt3LhUrVsyKGkVEHpi9gk69Pw8wbsUEQq7/xW2TGxMbvMK0uv/ixEdaUFXEWdm8qOCePXu4fv06TZo04fLly7z22mts376dsmXL8tVXX1GlSpWsqjXLaFFBEddmj6DjdTuZAZvn0G33YgBOFgihb+v+LJ3T74HHFpHMyejv7/SXQ05HzZo1adKkCWDcxlq1ahVxcXFERkbaPeikpKTw3nvvUbJkSfLmzUvp0qX5z3/+w9/zmcViYejQoRQtWpS8efMSFhbGsWPH7FqHiORc9gg6Za/8ydI5fa1BZ36V5rTqNElBRySHcOpFBceMGcO0adOYPXs2jz32GHv27KFz5874+/tbH3H/6KOPmDRpErNnz6ZkyZK89957NGvWjMOHD5MnTx4HfwUi4ij2CDkmi5mOkcsZsnEm3inJXM3rx6AWffi5bB1NQBbJQWy+jVWyZElMJlO610+ePPnARd3RunVrgoKC+PLLL63n2rVrR968efn666+xWCyEhITQv39/BgwYAEBsbCxBQUHMmjWL9u3bZ+jz6DaWiGuxR9Apcv0qY3+aSMPT+wDYUKoGTbYth+DgBx5bROwjy/bGioiISHWcnJzMvn37WLVqFW+//bbNhd5L/fr1+eyzz/jjjz945JFHOHDgAFu3bmX8+PEAnDp1iqioKMLCwqzv8ff3p06dOuzYsSPdsJOYmEhiYqL1OC4uzq51i4jj2CPoNPtjO6NWfUrgzThueXgxokkXRqyeAvf4h56IOC+bw056CwdOmTKFPXv2PHBBfzd48GDi4uIoV64c7u7upKSkMHLkSMLDwwGIiooCICgoKNX7goKCrNfSMmrUKIYPH27XWkXE8R406ORPvMHQdZ/z0q9rAfgtqDQVNyxjRPny9ihPRBzE5gnK6WnRogULFy6013AAfPfdd8ybN4/58+ezd+9eZs+ezdixY5k9e/YDjTtkyBBiY2OtH1ofSCTne9CgU+3876yY1YeXfl2LGRNT675AxTOHQUFHJMez2wTlH374gcDAQHsNB8Dbb7/N4MGDrbejKlWqxJ9//smoUaPo2LEjwf+9d37p0iWKFi1qfd+lS5eoWrVquuN6e3vj7e1t11pFxHEeJOi4m1PotX0BPbd/i4fFDMWK4TZnDm81amTHCkXEkTK1qODfJyhbLBaioqK4cuUKU6dOtWtxN27csK7WfIe7uztmsxkwJksHBwezbt06a7iJi4tj165ddO/e3a61iIhzepCgU/zaBSYuG0e1i0eNE+Hh8OmnEBBgn+JExCnYHHbatm2b6tjNzY3ChQvTuHFjypUrZ6+6AGjTpg0jR46kWLFiPPbYY+zbt4/x48fz+uuvA2AymYiIiGDEiBGULVvW+uh5SEjIXXWKiGt5oNtWFgsvHlzLsHWfkT/5Fvj7w7Rp8PLL9itQRJyGzY+eZ6fr16/z3nvvsXjxYi5fvkxISAgvv/wyQ4cOxcvLCzA6S8OGDeOzzz4jJiaGBg0aMHXqVB555JEMfx49ei6SszxI0ClwI5ZRqz+l+R87jBONGsGcOVCsmJ2qE5HsktHf3zaHnfPnz7Nw4UL++OMPvLy8ePTRR3nxxRcpUKDAAxftKAo7IjnHgwSdhicjGfvTRIokXCPJzQOvUSOhf39wd7djhSKSXbJknZ2pU6fSr18/kpKSrIPGxcXRr18/vvjiC15++WUsFgv79++nWrVqD/YViIj8Q2aDjndyIoM3zaJz5DIAjhUMpezapaD/T4nkChl+9HzFihX07t2bnj17cv78eWJiYoiJieH8+fO88cYbdOzYka1btxIeHs6yZcuysmYRyYUyG3QqXDrJstl9rUFnVvXWlD3zu4KOSC6S4dtYjRs3pkGDBowYMSLN6++++y7jxo0jODiYjRs3Urx4cbsWmpV0G0vEuWUm6JgsZv79yxLe3jwHL/NtruQP4O0WEcz6flgWVCgijmD3OTt+fn7s3r2bRx99NM3rR48epXz58pw+fZpiOWyin8KOiHPKbDenaNwVxq2YQP0zBwFYU7Yug5v3Yu+kV+xZnog4mN3n7KSkpODp6ZnudU9PT/LmzZvjgo6IOKfMBp3WRzYzcvUU/BMTuOHpzQdPdmX0ykk8rX2tRHKtDM/Zeeyxx1i6dGm615csWcJjjz1ml6JEJHfLTNDxTUxg/PJxfPrjR/gnJrC/6CO07DSJ0asmawNPkVwuw52dHj160L17d7y9venWrRseHsZbb9++zYwZM3j33XftvoKyiOQ+mQk6tc7+xoTl43k47jIpJjc+rfcik+u35/jHz2ZBhSKS02Q47HTs2JFff/2Vnj17MmTIEEqXLo3FYuHkyZPEx8fTu3dvOnXqlIWlioik5pmSTMTW+XTf+QNuWDjjH0RE6wHsfbg8p0e3cnR5IuIkbF5UcOfOnXzzzTccO3YMgLJly/Lyyy9Tt27dLCkwO2iCsohzsKWrU/rqWSYsH0flqOMAfFcpjOFNu3Fowr+yqjwRcTJZsqggQN26dXN0sBER55ThoGOx0GH/St5Z/yV5bycSk8eHIc16srJcA3VzRCRNNocdERF7y2jQKZRwjTErJ9H0xG4AthSvyoBWEVzyLaSgIyLpUtgREYfKaNB58vgvfLTyEwrdiCXR3ZMxjToxs2YbLCY3BR0RuSeFHRFxmIwEnbxJt3hnw5d02L8SgCOFSxDRZgBHC5cAUNARkftS2BERh8hI0Kl08RgTl4+ldPR5AD6v1ZaxDV8j0cMLUNARkYzJVNi5ffs2Gzdu5MSJE7zyyiv4+vpy4cIF/Pz88PHxsXeNIuJi7hd03MwpvLlrIX23zsPTnMJFn4L0b9WX7SWqWl+joCMiGWVz2Pnzzz9p3rw5Z86cITExkaeeegpfX1/GjBlDYmIi06dPz4o6RcRF3C/oPBwTxYTl46l1/jAAKx59nP9r1pPYvL7W1yjoiIgtbA47ffr0oWbNmhw4cICCBQtazz/33HN07drVrsWJiGu5Z9CxWHju0AY+WDsN36SbXPfKy7Cn3mTRY0+m2u5BQUdEbGVz2NmyZQvbt2/Hy8sr1fkSJUpw/vx5uxUmIq7lXkHH/+Z1Rq6ZSuvftwCw56HyRLTuz7mA4FSvU9ARkcywOeyYzWZSUlLuOn/u3Dl8fX3TeIeISPrq/XmA8cvHUzT+Kslu7kx8/BWm132BFDf3VK9T0BGRzLI57Dz99NNMnDiRzz77DACTyUR8fDzDhg2jZcuWdi9QRHK29Do6XreTGbB5Dt12LwbgZIEQItoM4GDRR+56rYKOiDwIm/fGOnfuHM2aNcNisXDs2DFq1qzJsWPHKFSoEJs3b6ZIkSJZVWuW0d5YIlkjvaDzyJXTfLJsLOWvnAZgfpXm/OfJf3PTK89dr1XQEZH0ZPT3t81hB4xHzxcsWMDBgweJj4+nevXqhIeHkzdv3gcq2lEUdkTsL62gY7KY6RS5jMEbZ+GdkszVvH4MatGHn8vWSXMMBR0RuZcs2wgUwMPDgw4dOmS6OBFxbWkFnSLXrzL2p4k0PL0PgPWlajKoRR+u+BRIcwwFHRGxlwyFnR9//DHDAz7zzDOZLkZEcrb0bls1O7qd0asmU+DWdW55eDGiSRe+rtYy1SPlf6egIyL2lKGw07Zt2wwNZjKZ0nxSS0RcX1pBJ3/iDYau+5yXfl0LwK9BpYloPYAThUKzuzwRycUyFHbMZnNW1yEiOVhaQaf6+SNMWD6O4jFRmDExvW47JjQIJ9nd855jqasjIvamjUBF5IH8M+i4m1PotX0BPbd/i4fFzDm/wvRr3Z9fQivedywFHRHJCpkKO+vWrWPChAkcOXIEgPLlyxMREUFYWJhdixMR55VWN6f4tQtMXDaOahePArC4QmOGPfUmcXnuv0Gwgo6IZBU3W98wdepUmjdvjq+vL3369KFPnz74+fnRsmVLpkyZkhU1ioiTuSvoWCy8eGANP83sTbWLR4nzzk/vNm/Tt80ABR0RcTib19l5+OGHGTx4MD179kx1fsqUKXz44Yc5cn8srbMjknH/DDoFbsQyetVkmh3bCcDO0Ir0a92PC34ZW2BUQUdEMivL1tmJiYmhefPmd51/+umnGTRokK3DiUgO8s+g0/BkJGN/mkiRhGskuXkwrmEHPq/1HOZ/7GuVFoUcEckuNt/GeuaZZ1i8ePFd55cuXUrr1q3tUpSIOJ+/Bx3v5ESG/TyDOd8Po0jCNY4VDOW518Yxo84LCjoi4nRs7uxUqFCBkSNHsnHjRurVqwfAzp072bZtG/3792fSpEnW1/bu3dt+lYpItktrEnKFSyeZuGwsj1w9A8Cs6q0Z1bgziZ7eGRpTQUdEspvNc3ZKliyZsYFNJk6ePJmpov7u/PnzDBo0iJUrV3Ljxg3KlCnDzJkzqVmzJgAWi4Vhw4bx+eefExMTw+OPP860adMoW7Zshj+H5uyI3O2fQcdkMdP1l8UM2DwXL/NtruQP4O0WEWwsXTPDYyroiIg9ZdmcnVOnTj1QYba4du0ajz/+OE2aNGHlypUULlyYY8eOUaDA//bS+eijj5g0aRKzZ8+mZMmSvPfeezRr1ozDhw+TJ8/dOyiLyL2l1c0pGneF8SvGU+/MrwCsKVuXwc17EZ3PP0NjKuSIiCNlatfz7DJ48GC2bdvGli1b0rxusVgICQmhf//+DBgwAIDY2FiCgoKYNWsW7du3z9DnUWdHxJBW0GlzeBMj1kzFPzGBG57eDG/ajW8rP53uvlb/pKAjIlklyzo7FouFH374gQ0bNnD58uW7tpJYtGiR7dWm48cff6RZs2b861//YtOmTTz00EO89dZbdO3aFTC6TFFRUakWM/T396dOnTrs2LEj3bCTmJhIYmKi9TguLs5uNYvkNOlt3umbmMDwtdN5/tAGAPYXfYSI1v05HfhQhsdW0BERZ2Dz01gRERG8+uqrnDp1Ch8fH/z9/VN92NPJkyet829Wr15N9+7d6d27N7NnzwYgKioKgKCgoFTvCwoKsl5Ly6hRo1LVHBqqTQkld0ov6NQ++xsrv+rJ84c2kGJy45P6L/NC+EcKOiKSI9nc2Zk7dy6LFi2iZcuWWVFPKmazmZo1a/Lhhx8CUK1aNX777TemT59Ox44dMz3ukCFD6Nevn/U4Li5OgUdylfRCjmdKMhFb59N95w+4YeHPgGD6tu7P3ofK2zS+go6IOBObw46/vz+lSpXKilruUrRoUSpUqJDqXPny5Vm4cCEAwcHBAFy6dImiRYtaX3Pp0iWqVq2a7rje3t54e2fsMVkRV5Ne0Cl99SwTl42l0qUTAHxXKYzhTbuR4J3PpvEVdETE2dh8G+v9999n+PDh3Lx5MyvqSeXxxx/n6NGjqc798ccfFC9eHDAegw8ODmbdunXW63Fxcezatcu6BpCI/E+aQcdiocO+n1g+K4JKl05wLY8v3Z8dzMCWEQo6IuISbO7svPjii3zzzTcUKVKEEiVK4Onpmer63r177VZc3759qV+/Ph9++CEvvvgiv/zyC5999hmfffYZYKzlExERwYgRIyhbtqz10fOQkBDatm1rtzpEcrr0ujmFEq4xZuUkmp7YDcCW4lUZ0CqCS76FbBpfIUdEnJnNYadjx45ERkbSoUMHgoKCMGXw8dPMqFWrFosXL2bIkCF88MEHlCxZkokTJxIeHm59zcCBA0lISKBbt27ExMTQoEEDVq1apTV2RP4rvaDT9PguxqycRKEbsSS6ezK6cSdm1WiDxWRbw1dBR0Scnc3r7OTPn5/Vq1fToEGDrKop22mdHXFF6YWcvEm3eHfDF4TvXwXAkcIliGgzgKOFS2R4bAUcEXEGWbbOTmhoqAKBiJNLL+hUuniMicvHUjr6PACf12rL2IavkejhleGxFXREJKexOeyMGzeOgQMHMn36dEqUKJEFJYlIZqUXctzMKXTf+QMR2+bjaU7hok9B+rfqy/YSVTM8tkKOiORUNoedDh06cOPGDUqXLk2+fPnumqAcHR1tt+JEJOPSCzoPx0QxYfl4ap0/DMDyRxvwTrMexOb1zfDYCjoikpPZHHYmTpyYBWWISGalF3KwWHj+0HqGr52Ob9JNrnvlZdhTb7LosScztK+VAo6IuIpMPY0lIs4hvaDjf/M6I9dMpfXvxia6ux+qQN/W/TgXEJyhcRV0RMSV2Bx2/u7WrVskJSWlOqfJyyJZL91uDlD/9H7GrZhA0firJLu5M/HxV5he9wVS3NwzNLaCjoi4GpvDTkJCAoMGDeK7777j6tWrd11PSUmxS2Eikrb0go7X7WQGbJ5Dt92LAThZIISINgM4WPSRDI+toCMirsjmsDNw4EA2bNjAtGnTePXVV5kyZQrnz59nxowZjB49OitqFBHu3c155MppPlk2lvJXTgMwr2pzRjT5Nze9Mr64poKOiLgqm8POsmXLmDNnDo0bN6Zz58488cQTlClThuLFizNv3rxUqxuLiH2kF3RMFjOdIpcxeOMsvFOSuZrXj0Et+vBz2ToZGlcBR0RyA5vDTnR0tHXXcz8/P+uj5g0aNKB79+72rU5E0g06Ra5fZexPE2l4eh8A60vVZFCLPlzxKZChcRV0RCS3sDnslCpVilOnTlGsWDHKlSvHd999R+3atVm2bBkBAQFZUKJI7pVe0Gl2dDujV02mwK3r3PLwYkSTLnxdraUeKRcRSYPNYadz584cOHCARo0aMXjwYNq0acOnn35KcnIy48ePz4oaReS/8ifeYOi6z3np17UA/BpUmojWAzhRKDRD71fQEZHcyOaNQP/p9OnT7N27lzJlylC5cmV71ZWttBGoOJu0OjrVzx9hwvJxFI+JwoyJ6XXbMaFBOMnunmmMkJpCjoi4oizbCPSfSpQooT2yROzon0HHI+U2vbZ/S88d3+JuMXPOrzD9Wvfnl9CKGRpPQUdEcju3jL5wx44dLF++PNW5OXPmULJkSYoUKUK3bt1ITEy0e4Eiuck/g07xaxf4ft4g+mz/BneLmcUVGtOy8+QMBZ3To1sp6IiIYEPY+eCDDzh06JD1+Ndff6VLly6EhYUxePBgli1bxqhRo7KkSJHcIFXQsVh46cBqfprZm2oXjxLnnZ/ebd6mb5sBxOXxue9YCjkiIv+T4dtY+/fv5z//+Y/1eMGCBdSpU4fPP/8cgNDQUIYNG8b7779v9yJFXNk/uzkFbsQyetVkmh3bCcCOYpXo36ovF/yK3HcshRwRkbtlOOxcu3aNoKAg6/GmTZto0aKF9bhWrVqcPXvWvtWJuLh/Bp1GJyP5+KeJFEm4RpKbB2MbvsoXtdpizsC+Vgo6IiJpy3DYCQoK4tSpU4SGhpKUlMTevXsZPny49fr169fx9Lz/UyEicnfI8U5OZPCmWXSOXAbAsYKh9GnzNoeDSmVoPAUdEZH0ZTjstGzZksGDBzNmzBiWLFlCvnz5eOKJJ6zXDx48SOnSpbOkSBFX8s+gU+HSSSYuG8sjV88AMLNGG0Y36kSip3eGxlPQERG5twyHnf/85z88//zzNGrUCB8fH2bPno2Xl5f1+ldffcXTTz+dJUWKuIq/Bx2TxUzXXxYzYPNcvMy3uZy/AANb9GFj6ZoZHk9BR0Tk/mxeVDA2NhYfHx/c3VPPIYiOjsbHxydVAMoptKigZIe/B52icVcYv2I89c78CsCasnUZ3LwX0fn8Mzyego6I5HZZtqigv3/a/zMODAy0dSiRXKnN4U2MXDMVv8QEbnh6M7xpN76t/HSG9rW6Q0FHRCTjHngFZRG5tzsdHd/EBD5YM43nDm8EYH/RR4ho3Z/TgQ9leCyFHBER2ynsiGShO0Gn9tnfGL98HA/HXSHF5Man9V5icv2XuO2e8f8EFXRERDJHYUckC3z282E+/PkUninJ9N06jzd3LsQNC38GBNO3dX/2PlTepvEUdEREMk9hR8TO7nRzSl89y8RlY6l06QQA31UKY3jTbiR457NpPAUdEZEHo7AjYkclBq8Ai4UO+1fyzvovyXs7kWt5fBnSvCerHn3cprEUckRE7ENhR8ROSgxeQaGEa3z00yc8eXIPAJtLVOPtln245FvIprEUdERE7EdhR8QOSgxeQdPjuxizchKFbsSS6O7J6MadmFWjDRaTm01jKeiIiNiXwo7IAyrfbyEjN3xB+P5VABwpXIKINgM4WriEzWMp6IiI2J/CjsgDaNNxIsuXj6V09HkAPqv1HOMavkqih+0riSvoiIhkDYUdkcxISeHjJp1ZtG0+nuYULvoUpH+rvmwvUTVTwynoiIhkHdsmEzjY6NGjMZlMREREWM/dunWLHj16ULBgQXx8fGjXrh2XLl1yXJHi+k6dYnfxyry9ZS6e5hSWP9qA5q9/qqAjIuKkckxnZ/fu3cyYMYPKlSunOt+3b19WrFjB999/j7+/Pz179uT5559n27ZtDqpUXJbFAnPncr3rm9RKusl1r7wMe+pNFj32pE37Wt2hkCMikj1yRGcnPj6e8PBwPv/8cwoUKGA9Hxsby5dffsn48eN58sknqVGjBjNnzmT79u3s3Lkz3fESExOJi4tL9SFyT9HR0L49dOyIb9JNdj9UgRadJ7OoYlMFHRERJ5cjwk6PHj1o1aoVYWFhqc5HRkaSnJyc6ny5cuUoVqwYO3bsSHe8UaNG4e/vb/0IDQ3NstrFBaxbB5Urw3ffkezmzsdPvEr7V0ZxLiDY5qFOj26loCMiks2c/jbWggUL2Lt3L7t3777rWlRUFF5eXgQEBKQ6HxQURFRUVLpjDhkyhH79+lmP4+LiFHjkbomJ8M47MG4cACcCH6Jv6/4cLPpIpoZTyBERcQynDjtnz56lT58+rF27ljx58thtXG9vb7y9ve02nrig336DV16BX381jt94g9b5nuKmV+b+HiroiIg4jlPfxoqMjOTy5ctUr14dDw8PPDw82LRpE5MmTcLDw4OgoCCSkpKIiYlJ9b5Lly4RHGz7LQYRzGb45BOoWdMIOoULw48/UiKgjYKOiEgO5dRhp2nTpvz666/s37/f+lGzZk3Cw8Otf/b09GTdunXW9xw9epQzZ85Qr149B1YuOdKFC9C8OUREGLewWrY0Ak+bNpkeUkFHRMTxnPo2lq+vLxUrVkx1Ln/+/BQsWNB6vkuXLvTr14/AwED8/Pzo1asX9erVo27duo4oWXKqhQuhWzfjqas8eYx5Ot27g8lk7GQuIiI5llOHnYyYMGECbm5utGvXjsTERJo1a8bUqVMdXZbkFNevQ58+MHOmcVy9Onz9NZQvD/BAQUddHRER52CyWCwWRxfhaHFxcfj7+xMbG4ufn5+jy5HssmMHdOgAJ08aa+UMHgzvvw9exr5WCjoiIs4to7+/c3xnR8RmyckwYoTxYTZDsWIwdy40bGiX4RV0RESci8KO5C7HjsGrr8KuXcZxhw7w6afg75/qZZqnIyLiOpz6aSwRu7FY4IsvoFo1I+j4+8M33xgdnX8EnQehro6IiPNRZ0dc319/QdeusGSJcdy4Mcyebdy+SkNmuzo/9Xwic/WJiEiWUmdHXNuqVVCpkhF0PD3ho4+Mva7SCToPosLDmtwuIuKM1NkR13TzJgwcaMzHAeNR8vnzoWrVLPl0un0lIuK81NkR17N/P9So8b+g06sXREZmKOhk5haWgo6IiHNT2BHXkZICH38MtWvDkSMQHAwrV8KkSZA3r6OrExERB9FtLHENZ85Ax46wcaNx3LYtfPaZsZFnBqmrIyLimtTZkZxvwQKoXNkIOvnzG4+YL1pkU9ARERHXpc6O5FwxMdCzJ8ybZxzXrm3sa1W2rEPLEhER56LOjuRMmzdDlSpG0HFzg2HDYOvWbA06uoUlIpIzqLMjOUtSkhFsxowxVkUuVcro5tSr90DDansIERHXpbAjOcfvv0N4OOzdaxx37gyffAK+vtleiro6IiI5h25jifOzWGDqVKhe3Qg6gYHwww/w1Vd2CTrq6oiIuDZ1dsS5XboEr78OP/1kHD/1FMyaBSEhDi1LRERyDnV2xHktW2bsa/XTT+DtDRMnGntdOTjo1A9y6KcXEREbqbMjzichAfr3hxkzjOPKlY2nripWtPunyswtrPl9NV9HRCQnUWdHnMvu3VCt2v+CTv/+8MsvWRJ0REQkd1DYEeeQkgIjR0L9+nDsGDz0EPz8M4wda9zCchJ6CktEJOfRbSxxvFOn4NVXYds24/jFF2HaNOOpKxERkQekzo44jsUCs2cbKyFv22Y8Rj57trHXVTYEHT1yLiKSO6izI44RHQ1vvgnff28cP/44zJ0LJUs6tq570C0sEZGcSZ0dyX7r1hlPWH3/PXh4GHN1Nm1y6qAjIiI5lzo7kn1u3YJ33oHx443jRx4x9rWqVcuxdYmIiEtT2JHs8dtv8Mor8OuvxvGbbxpPWuXP75ByNF9HRCT30G0syVpms7Hycc2aRtApXBh+/NF42spBQSczNF9HRCTnUmdHss6FC9CpE6xdaxy3agVffglB2m9BRESyjzo7kjUWLjT2tVq7FvLmNXYtX7ZMQUdERLKdOjtiX9evQ+/exs7kANWrG/talSvn0LIeRJ1Cjq5AREQehDo7Yj/bt0PVqkbQMZlgyBDYscPpgo6tk5O/HaD5OiIiOZk6O/LgkpNhxAjjw2yG4sWNBQKfeMLRlYmIiDh/Z2fUqFHUqlULX19fihQpQtu2bTl69Giq19y6dYsePXpQsGBBfHx8aNeuHZcuXXJQxbnMsWPQoAF88IERdDp0gAMHFHRERMRpOH3Y2bRpEz169GDnzp2sXbuW5ORknn76aRISEqyv6du3L8uWLeP7779n06ZNXLhwgeeff96BVecCFgt88QVUqwa//AIBAfDNN0ZHx9/f0dWJiIhYmSwWi8XRRdjiypUrFClShE2bNtGwYUNiY2MpXLgw8+fP54UXXgDg999/p3z58uzYsYO6deved8y4uDj8/f2JjY3Fz88vq7+EnO/KFejaFZYuNY4bN4Y5cyA01KFlZYSt83Wq+cHi/9OcHRERZ5TR399O39n5p9jYWAAC/7srdmRkJMnJyYSFhVlfU65cOYoVK8aOHTvSHCMxMZG4uLhUH5JBq1YZ+1otXQqenvDRR8ZeVzkg6GSGgo6ISM6Xo8KO2WwmIiKCxx9/nIoVKwIQFRWFl5cXAQEBqV4bFBREVFRUmuOMGjUKf39/60eoi/6itqubN6FXL2jRAqKioEIF4/bV22+DW476ayQiIrlMjvot1aNHD3777TcWLFjwQOMMGTKE2NhY68fZs2ftVKGL2rcPatSATz81jnv1gj17jMfMRUREnFyOefS8Z8+eLF++nM2bN/Pwww9bzwcHB5OUlERMTEyq7s6lS5cIDg5Ocyxvb2+8vb2zuuScLyUFxo2Dd981Hi8PDoaZM6F5c0dXJiIikmFO39mxWCz07NmTxYsXs379ekqWLJnqeo0aNfD09GTdunXWc0ePHuXMmTPUq1cvu8t1HWfOQFgYDBpkBJ22bY2NPHNR0NHmnyIirsHpOzs9evRg/vz5LF26FF9fX+s8HH9/f/LmzYu/vz9dunShX79+BAYG4ufnR69evahXr16GnsSSNHzzDXTvDrGxxs7kn3wCr79urIosIiKSwzh92Jk2bRoAjRs3TnV+5syZdOrUCYAJEybg5uZGu3btSExMpFmzZkydOjWbK3UBMTHQs6exlxVAnTrw9ddQpoxDy7IXWx87FxER1+D0YScjywDlyZOHKVOmMGXKlGyoyEVt2gSvvWbcvnJzg/feg3feMR4vFxERycGcPuxIFktKgmHDYMwYY1XkUqWMbo7mO4mIiItQ2MnNjhyB8HDj0XIw5uVMnAi+vg4tS0RExJ6c/mksyQIWC0yZAtWrG0EnMBAWLoQvv1TQ+a9/1yvi6BJERMRO1NnJbS5dMjo4P/1kHD/1FMyaBSEhDi3L2bz7bC1HlyAiInaizk5u8uOPUKmSEXS8vY1HyletyhVBR09iiYjkXurs5AYJCdCvH3z2mXFcubLxePl/9xcTERFxZersuLrdu6Fatf8FnQEDjA08FXRERCSXUNhxVbdvw4gRUL8+HDsGDz0E69bBxx8bt7BERERyCd3GckWnTsGrr8K2bcbxiy/CtGnGU1dyX3M6aHKyiIgrUWfHlVgsMHs2VKliBB1fX5gzBxYsUNCxQcOKeuxcRMSVqLPjKqKj4Y034IcfjOMGDWDuXChRwqFliYiIOJo6O67g55+NR8p/+AE8PGDkSNi4UUHnv3b+cdXRJYiIiAOps5OT3bplbNY5frxx/MgjxiPlNWs6ti4n0/6rnY4uQUREHEhhJ6f69VdjX6tffzWO33wTxo6F/PkdW5eIiIiT0W2snMZsNjbrrFXLCDqFCxsrI0+bpqAjIiKSBnV2cpLz56FTJ2OODkCrVsbmnUFBDi1LRETEmamzk1MsXGhs8/Dzz5A3L0ydCsuWKejY2enRrRxdgoiI2Jk6O84uLg769DF2JgeoXt2YhFyunEPLEhERySnU2XFm27dD1apG0DGZYMgQ2LFDQUdERMQG6uw4o+Rk+M9/jPVyzGYoXtxYIPCJJxxdmYiISI6jsONsjh2DDh2MncnB+POnn4K/v2PrEhERyaF0G8tZWCzw+efGbatffoGAAPjmG6Ojo6AjIiKSaersOIMrV6BrV1i61Dhu0sTY0DM01LF1uYDm761wdAkiIuJg6uw42sqVxr5WS5eCpyd8/LHxeLmCjl38nuzoCkRExNHU2XGUmzdh4EBjPg5AhQrGI+VVqzq0LBEREVejzo4j7NsHNWr8L+j07g179ijoiIiIZAGFneyUkgJjxkCdOnDkCAQHw6pV8MknxqrI4lCjW2n9IhERV6TbWNnlzBl47TXYtMk4btvWePqqUCGHliX/0/6J0o4uQUREsoA6O9nhm2+Mfa02bTJ2Jv/iC1i0SEEni3296ZijSxARESegzk5WiomBHj1g/nzjuE4d+PprKFPGoWXlFu+u/MPRJYiIiBNQZyerbNoEVaoYQcfdHYYNg61bFXRERESymTo79paUBEOHwkcfGasilypldHPq1XN0ZSIiIrmSwk4GpJgt/HIqmsvXb1HENw+1Swbi7ma661rxS2eoPLgHbvv3AXDphVc49c5ILpo9iN5ykoB8XsTcSCIgnxfRCYlE30jiwrWbd30+i8XCX/FJ3Ey+TWKymaTbKdxITsFitpB428xts4UUs5mUFEgygwXjQ0RERO7mMmFnypQpfPzxx0RFRVGlShUmT55M7dq1H3jcVb9dZPiyw1yMvWU9V9Q/D8PaVAAwrsXc5NV9K2i24SvcbidxLY8vg5v3YnXp+rDg0APXIFnv9OhWji5BRESyiEuEnW+//ZZ+/foxffp06tSpw8SJE2nWrBlHjx6lSJEimR531W8X6f713ru6JlGxt3jz670AFI6/xsyVE2lyMhKAzSWqMaBlBJd9C2b684qIiIj9uMQE5fHjx9O1a1c6d+5MhQoVmD59Ovny5eOrr77K9JgpZgvDlx1O8/bQnXNhx3ax6qseNDkZSaK7J+837UbHF4cr6IiIiDiRHN/ZSUpKIjIykiFDhljPubm5ERYWxo4dO9J8T2JiIomJidbjuLi4u17zy6noVLeu/i5v0i3eW/8FrxxYBcCRwiXo02YAfxQu8QBfiYiIiGSFHN/Z+euvv0hJSSEoKCjV+aCgIKKiotJ8z6hRo/D397d+hKaxw/jl62kHnSoXjrJiVm9r0JlR+3mefW2Cgo6IiIiTyvGdncwYMmQI/fr1sx7HxcXdFXiK+OZJdexuTqH7zu+J2DofD4uZiz4F6de6HzuKV8mWmkVERCRzcnzYKVSoEO7u7ly6dCnV+UuXLhEcHJzme7y9vfH29r7nuLVLBlLUPw9RsbfwSElm3oJ3qH3uMADLyz3BO0+/RWxeX/t8ESIiIpJlcvxtLC8vL2rUqMG6deus58xmM+vWraPeAyzk5+5msj5eftvdk4PBZbnulZe+rfrR65mB1qBjerDyxQnosXMREddmslgsOX49um+//ZaOHTsyY8YMateuzcSJE/nuu+/4/fff75rLk5a4uDj8/f2JjY3Fz88v1bU76+xEX42jcMI1zvkH3b3Ozt8mMruZwJzjv6O5h4KOiEjOda/f33+X429jAbz00ktcuXKFoUOHEhUVRdWqVVm1alWGgs79NK9YlKcqBKe7gvI/r9UoXoDIP69x+fotCuX3BhNcjrtFdEKSVlB2Mgo6IiK5g0t0dh5URpOhiIiIOI+M/v7O8XN2RERERO5FYUdERERcmsKOiIiIuDSFHREREXFpCjsiIiLi0hR2RERExKUp7IiIiIhLU9gRERERl6awIyIiIi5NYUdERERcmsKOiIiIuDSFHREREXFpLrHr+YO6sxdqXFycgysRERGRjLrze/t+e5or7ADXr18HIDQ01MGViIiIiK2uX7+Ov79/utdNlvvFoVzAbDZz4cIFfH19MZlMji7HLuLi4ggNDeXs2bP33PZeso5+Bs5BPwfH08/AObjiz8FisXD9+nVCQkJwc0t/Zo46O4CbmxsPP/ywo8vIEn5+fi7zlzqn0s/AOejn4Hj6GTgHV/s53Kujc4cmKIuIiIhLU9gRERERl6aw46K8vb0ZNmwY3t7eji4l19LPwDno5+B4+hk4h9z8c9AEZREREXFp6uyIiIiIS1PYEREREZemsCMiIiIuTWFHREREXJrCTi6SmJhI1apVMZlM7N+/39Hl5CqnT5+mS5culCxZkrx581K6dGmGDRtGUlKSo0tzaVOmTKFEiRLkyZOHOnXq8Msvvzi6pFxl1KhR1KpVC19fX4oUKULbtm05evSoo8vK1UaPHo3JZCIiIsLRpWQrhZ1cZODAgYSEhDi6jFzp999/x2w2M2PGDA4dOsSECROYPn06//d//+fo0lzWt99+S79+/Rg2bBh79+6lSpUqNGvWjMuXLzu6tFxj06ZN9OjRg507d7J27VqSk5N5+umnSUhIcHRpudLu3buZMWMGlStXdnQp2U6PnucSK1eupF+/fixcuJDHHnuMffv2UbVqVUeXlat9/PHHTJs2jZMnTzq6FJdUp04datWqxaeffgoYe+CFhobSq1cvBg8e7ODqcqcrV65QpEgRNm3aRMOGDR1dTq4SHx9P9erVmTp1KiNGjKBq1apMnDjR0WVlG3V2coFLly7RtWtX5s6dS758+RxdjvxXbGwsgYGBji7DJSUlJREZGUlYWJj1nJubG2FhYezYscOBleVusbGxAPp77wA9evSgVatWqf6byE20EaiLs1gsdOrUiTfffJOaNWty+vRpR5ckwPHjx5k8eTJjx451dCku6a+//iIlJYWgoKBU54OCgvj9998dVFXuZjabiYiI4PHHH6dixYqOLidXWbBgAXv37mX37t2OLsVh1NnJoQYPHozJZLrnx++//87kyZO5fv06Q4YMcXTJLimjP4e/O3/+PM2bN+df//oXXbt2dVDlItmrR48e/PbbbyxYsMDRpeQqZ8+epU+fPsybN488efI4uhyH0ZydHOrKlStcvXr1nq8pVaoUL774IsuWLcNkMlnPp6Sk4O7uTnh4OLNnz87qUl1aRn8OXl5eAFy4cIHGjRtTt25dZs2ahZub/r2RFZKSksiXLx8//PADbdu2tZ7v2LEjMTExLF261HHF5UI9e/Zk6dKlbN68mZIlSzq6nFxlyZIlPPfcc7i7u1vPpaSkYDKZcHNzIzExMdU1V6Ww4+LOnDlDXFyc9fjChQs0a9aMH374gTp16vDwww87sLrc5fz58zRp0oQaNWrw9ddf54r/wThSnTp1qF27NpMnTwaM2yjFihWjZ8+emqCcTSwWC7169WLx4sVs3LiRsmXLOrqkXOf69ev8+eefqc517tyZcuXKMWjQoFxzS1FzdlxcsWLFUh37+PgAULp0aQWdbHT+/HkaN25M8eLFGTt2LFeuXLFeCw4OdmBlrqtfv3507NiRmjVrUrt2bSZOnEhCQgKdO3d2dGm5Ro8ePZg/fz5Lly7F19eXqKgoAPz9/cmbN6+Dq8sdfH197wo0+fPnp2DBgrkm6IDCjki2WLt2LcePH+f48eN3hUw1V7PGSy+9xJUrVxg6dChRUVFUrVqVVatW3TVpWbLOtGnTAGjcuHGq8zNnzqRTp07ZX5DkWrqNJSIiIi5NsyNFRETEpSnsiIiIiEtT2BERERGXprAjIiIiLk1hR0RERFyawo6IiIi4NIUdERERcWkKOyIiIuLSFHZEXNzGjRsxmUzExMQ4uhSbmEwmlixZYrfxSpQowcSJE+02nqOcPn0ak8nE/v37gZz78xXJTgo7IjmYyWS658f777/v6BLv6/3336dq1ap3nb948SItWrTI1lqio6OJiIigePHieHl5ERISwuuvv86ZM2eytY47OnXqlGrXdoDQ0FAuXryYq/Y1EnlQ2htLJAe7ePGi9c/ffvstQ4cO5ejRo9ZzPj4+7NmzxxGlkZSUhJeXV6bfn90bpEZHR1O3bl28vLyYPn06jz32GKdPn+bdd9+lVq1a7Nixg1KlSmVrTWlxd3fX5rEiNlJnRyQHCw4Otn74+/tjMplSnbuzyz1AZGQkNWvWJF++fNSvXz9VKAJYunQp1atXJ0+ePJQqVYrhw4dz+/Zt6/UzZ87w7LPP4uPjg5+fHy+++CKXLl2yXr/Tofniiy8oWbIkefLkASAmJoZ///vfFC5cGD8/P5588kkOHDgAwKxZsxg+fDgHDhywdqNmzZoF3H0b69y5c7z88ssEBgaSP39+atasya5duwA4ceIEzz77LEFBQfj4+FCrVi1+/vlnm76X77zzDhcuXODnn3+mRYsWFCtWjIYNG7J69Wo8PT3p0aOH9bVp3RKrWrVqqk7a+PHjqVSpEvnz5yc0NJS33nqL+Ph46/VZs2YREBDA6tWrKV++PD4+PjRv3twaYN9//31mz57N0qVLrd+bjRs33nUbKy1bt27liSeeIG/evISGhtK7d28SEhKs16dOnUrZsmXJkycPQUFBvPDCCzZ9r0RyGoUdkVzinXfeYdy4cezZswcPDw9ef/1167UtW7bw2muv0adPHw4fPsyMGTOYNWsWI0eOBMBsNvPss88SHR3Npk2bWLt2LSdPnuSll15K9TmOHz/OwoULWbRokfWX8b/+9S8uX77MypUriYyMpHr16jRt2pTo6Gheeukl+vfvz2OPPcbFixe5ePHiXWMCxMfH06hRI86fP8+PP/7IgQMHGDhwIGaz2Xq9ZcuWrFu3jn379tG8eXPatGmT4dtPZrOZBQsWEB4eflfXJG/evLz11lusXr2a6OjoDH+/3dzcmDRpEocOHWL27NmsX7+egQMHpnrNjRs3GDt2LHPnzmXz5s2cOXOGAQMGADBgwABefPFFawC6ePEi9evXv+/nPXHiBM2bN6ddu3YcPHiQb7/9lq1bt9KzZ08A9uzZQ+/evfnggw84evQoq1atomHDhhn+ukRyJIuIuISZM2da/P397zq/YcMGC2D5+eefredWrFhhASw3b960WCwWS9OmTS0ffvhhqvfNnTvXUrRoUYvFYrGsWbPG4u7ubjlz5oz1+qFDhyyA5ZdffrFYLBbLsGHDLJ6enpbLly9bX7NlyxaLn5+f5datW6nGLl26tGXGjBnW91WpUuWuugHL4sWLLRaLxTJjxgyLr6+v5erVqxn8blgsjz32mGXy5MnW4+LFi1smTJiQ5mujoqIsQLrXFy1aZAEsu3btSnesKlWqWIYNG5ZuPd9//72lYMGC1uOZM2daAMvx48et56ZMmWIJCgqyHnfs2NHy7LPPphrn1KlTFsCyb98+i8Xyv5/vtWvXLBaLxdKlSxdLt27dUr1ny5YtFjc3N8vNmzctCxcutPj5+Vni4uLSrVXE1WjOjkguUblyZeufixYtCsDly5cpVqwYBw4cYNu2bdZODkBKSgq3bt3ixo0bHDlyhNDQUEJDQ63XK1SoQEBAAEeOHKFWrVoAFC9enMKFC1tfc+DAAeLj4ylYsGCqWm7evMmJEycyXPv+/fupVq0agYGBaV6Pj4/n/fffZ8WKFVy8eJHbt29z8+ZNmycWWyyWe163ZQ7Szz//zKhRo/j999+Ji4vj9u3b1u9nvnz5AMiXLx+lS5e2vqdo0aJcvnzZppr/6cCBAxw8eJB58+ZZz1ksFsxmM6dOneKpp56iePHilCpViubNm9O8eXOee+45a00irkhhRySX8PT0tP7ZZDIBpLoNNHz4cJ5//vm73ndn7k1G5M+fP9VxfHw8RYsWZePGjXe9NiAgIMPj5s2b957XBwwYwNq1axk7dixlypQhb968vPDCCyQlJWVo/MKFC1uDW1qOHDmCh4cHJUuWBIxbVP8MRsnJydY/nz59mtatW9O9e3dGjhxJYGAgW7dupUuXLiQlJVmDxd9/JmD8XO4XuO4nPj6eN954g969e991rVixYnh5ebF37142btzImjVrGDp0KO+//z67d++26WcikpMo7IgI1atX5+jRo5QpUybN6+XLl+fs2bOcPXvW2t05fPgwMTExVKhQ4Z7jRkVF4eHhQYkSJdJ8jZeXFykpKfesr3LlynzxxRdER0en2d3Ztm0bnTp14rnnngOMX/inT5++55h/5+bmxosvvsi8efP44IMPUs3buXnzJlOnTuW5557D398fMMLR35+Ei4uL49SpU9bjyMhIzGYz48aNw83NmBr53XffZbieOzLyvfmn6tWrc/jw4XR/lgAeHh6EhYURFhbGsGHDCAgIYP369WmGXRFXoAnKIsLQoUOZM2cOw4cP59ChQxw5coQFCxbw7rvvAhAWFkalSpUIDw9n7969/PLLL7z22ms0atSImjVrpjtuWFgY9erVo23btqxZs4bTp0+zfft23nnnHesj8SVKlODUqVPs37+fv/76i8TExLvGefnllwkODqZt27Zs27aNkydPsnDhQnbs2AFA2bJlrZOiDxw4wCuvvGLtWmXUyJEjCQ4O5qmnnmLlypWcPXuWzZs306xZM9zc3Pjkk0+sr33yySeZO3cuW7Zs4ddff6Vjx464u7tbr5cpU4bk5GQmT57MyZMnmTt3LtOnT7epnjvfm4MHD3L06FH++uuvVN2j9AwaNIjt27fTs2dP9u/fz7Fjx1i6dKl1gvLy5cuZNGkS+/fv588//2TOnDmYzWYeffRRm+sTySkUdkSEZs2asXz5ctasWUOtWrWoW7cuEyZMoHjx4oBxe2Xp0qUUKFCAhg0bEhYWRqlSpfj222/vOa7JZOKnn36iYcOGdO7cmUceeYT27dvz559/EhQUBEC7du1o3rw5TZo0oXDhwnzzzTd3jePl5cWaNWsoUqQILVu2pFKlSowePdoaMMaPH0+BAgWoX78+bdq0oVmzZlSvXt2m70GhQoXYuXMnTZo04Y033qBkyZI0atSIlJQU9u/fb53nBDBkyBAaNWpE69atadWqFW3btk0196ZKlSqMHz+eMWPGULFiRebNm8eoUaNsqgega9euPProo9SsWZPChQuzbdu2+76ncuXKbNq0iT/++IMnnniCatWqMXToUEJCQgDj9uGiRYt48sknKV++PNOnT+ebb77hscces7k+kZzCZHnQG8QiIi7qyy+/5K233uLbb7+9ayVjEck51NkREUlHly5dWLBgAUeOHOHmzZuOLkdEMkmdHREREXFp6uyIiIiIS1PYEREREZemsCMiIiIuTWFHREREXJrCjoiIiLg0hR0RERFxaQo7IiIi4tIUdkRERMSlKeyIiIiIS/t/ptcPOuK4qccAAAAASUVORK5CYII=", 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", 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instrumentalness0.041.00
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" + ], + "text/plain": [ + " popularity instrumentalness\n", + "popularity 1.00 0.04\n", + "instrumentalness 0.04 1.00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parson correlation coeficient: 0.04\n", + "Spearman correlation coeficient: 0.06\n" + ] + } + ], + "source": [ + "column1 = \"popularity\"\n", + "column2 = \"instrumentalness\"\n", + "tmp_df = songs_df[[column1, column2]].copy()\n", + "\n", + "correlation_matrix = tmp_df.corr()\n", + "\n", + "sm.qqplot(tmp_df[column1], line='s');\n", + "plt.show()\n", + "sm.qqplot(tmp_df[column2], line='s');\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(10,7))\n", + "sns.lineplot(data=tmp_df, y=column1, x=column2, hue=column1, palette=\"coolwarm\", errorbar=None, legend=False)\n", + "plt.grid(True, which='both', linestyle='--', linewidth=0.5)\n", + "plt.show()\n", + "\n", + "display(correlation_matrix)\n", + "\n", + "# method pearson\n", + "parsCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"pearson\")), 2)\n", + "# method spearman\n", + "spearCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"spearman\")), 2)\n", + "print(f\"Parson correlation coeficient: {parsCorr:.2f}\")\n", + "print(f\"Spearman correlation coeficient: {spearCorr:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "7e951d83", + "metadata": {}, + "source": [ + "There is a very low correlation between these features. " + ] + }, + { + "cell_type": "markdown", + "id": "ddc8391f", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: popularity - liveness\n", + "Business Question: Is there relation between the song liveness and its popularity?" + ] + }, + { + "cell_type": "code", + "execution_count": 190, + "id": "c3774f11", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
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popularityliveness
popularity1.00-0.04
liveness-0.041.00
\n", + "
" + ], + "text/plain": [ + " popularity liveness\n", + "popularity 1.00 -0.04\n", + "liveness -0.04 1.00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parson correlation coeficient: -0.04\n", + "Spearman correlation coeficient: -0.03\n" + ] + } + ], + "source": [ + "column1 = \"popularity\"\n", + "column2 = \"liveness\"\n", + "tmp_df = songs_df[[column1, column2]].copy()\n", + "\n", + "correlation_matrix = tmp_df.corr()\n", + "\n", + "sm.qqplot(tmp_df[column1], line='s');\n", + "plt.show()\n", + "sm.qqplot(tmp_df[column2], line='s');\n", + "plt.show()\n", + "mask = np.triu(np.ones_like(correlation_matrix, dtype=bool))\n", + "sns.heatmap(correlation_matrix, mask=mask, annot=True, cmap=\"coolwarm\")\n", + "plt.show()\n", + "\n", + "display(correlation_matrix)\n", + "\n", + "# method pearson\n", + "parsCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"pearson\")), 2)\n", + "# method spearman\n", + "spearCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"spearman\")), 2)\n", + "print(f\"Parson correlation coeficient: {parsCorr:.2f}\")\n", + "print(f\"Spearman correlation coeficient: {spearCorr:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "24da2e7a", + "metadata": {}, + "source": [ + "These featrures have a very small negative relation" + ] + }, + { + "cell_type": "markdown", + "id": "816cbe99", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: popularity - valence\n", + "Business Question: Is there relation between the song valence and its popularity?" + ] + }, + { + "cell_type": "code", + "execution_count": 191, + "id": "c80a0bee", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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valence-0.021.00
\n", + "
" + ], + "text/plain": [ + " popularity valence\n", + "popularity 1.00 -0.02\n", + "valence -0.02 1.00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parson correlation coeficient: -0.02\n", + "Spearman correlation coeficient: -0.03\n" + ] + } + ], + "source": [ + "column1 = \"popularity\"\n", + "column2 = \"valence\"\n", + "tmp_df = songs_df[[column1, column2]].copy()\n", + "\n", + "correlation_matrix = tmp_df.corr()\n", + "\n", + "sm.qqplot(tmp_df[column1], line='s');\n", + "plt.show()\n", + "sm.qqplot(tmp_df[column2], line='s');\n", + "plt.show()\n", + "\n", + "sns.scatterplot(data=tmp_df, x=column1, y=column2, hue=column2, palette=\"coolwarm\")\n", + "plt.show()\n", + "\n", + "display(correlation_matrix)\n", + "\n", + "# method pearson\n", + "parsCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"pearson\")), 2)\n", + "# method spearman\n", + "spearCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"spearman\")), 2)\n", + "print(f\"Parson correlation coeficient: {parsCorr:.2f}\")\n", + "print(f\"Spearman correlation coeficient: {spearCorr:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "ff4ad0e2", + "metadata": {}, + "source": [ + "These featrures have really small negative relation" + ] + }, + { + "cell_type": "markdown", + "id": "ec56af1e", + "metadata": {}, + "source": [ + "#### Bivariate Analysis: popularity - tempo\n", + "Business Question: Is there relation between the song tempo and its popularity?" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "id": "134ce41e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ], + "text/plain": [ + " popularity tempo\n", + "popularity 1.00 -0.00\n", + "tempo -0.00 1.00" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Parson correlation coeficient: -0.00\n", + "Spearman correlation coeficient: 0.01\n" + ] + } + ], + "source": [ + "column1 = \"popularity\"\n", + "column2 = \"tempo\"\n", + "tmp_df = songs_df[[column1, column2]].copy()\n", + "\n", + "correlation_matrix = tmp_df.corr()\n", + "\n", + "sm.qqplot(tmp_df[column1], line='s');\n", + "plt.show()\n", + "sm.qqplot(tmp_df[column2], line='s');\n", + "plt.show()\n", + "\n", + "sns.jointplot(data=tmp_df, x=column1, y=column2, hue=column2, palette=\"coolwarm\")\n", + "plt.show()\n", + "\n", + "display(correlation_matrix)\n", + "\n", + "# method pearson\n", + "parsCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"pearson\")), 2)\n", + "# method spearman\n", + "spearCorr = round(float(tmp_df[column1].corr(tmp_df[column2], method=\"spearman\")), 2)\n", + "print(f\"Parson correlation coeficient: {parsCorr:.2f}\")\n", + "print(f\"Spearman correlation coeficient: {spearCorr:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "b85d9188", + "metadata": {}, + "source": [ + "There is no relation between these metrics" + ] + }, + { + "cell_type": "markdown", + "id": "f0a4c030", + "metadata": {}, + "source": [ + "### Analysis:\n", + "I didn't found relation between the properties of the songs and its popularity, specially during the last step (continuous vs countinuous).\n", + "\n", + "On the other side we have taken som interesting points on the tendences of the songs:\n", + "- Major scale is a bit more common than Minor\n", + "- 4/4 is by far the most common Time Signature\n", + "- The most common key is C# and the les common D#\n", + "- 3.5 min is the most repeated duration for the songs.\n", + "\n", + "### Next Steps:\n", + "- Finish analysis left.\n", + "- Split dataset (songs features, songs popularity).\n", + "- Include genre on the dataset.\n", + "- Extracting data from a music service API.\n", + "- Correlation Matrix for music properties\n" + ] + }, + { + "cell_type": "markdown", + "id": "e4e254d9", + "metadata": {}, + "source": [ + "## Database operations (out of the analyis)\n", + "In the next cells I'll export the dataset to a sqlite database in order to use it to do the SQL part of the exercise.\n", + "I also executed some of the queries in order to create charts for the presentation" + ] + }, + { + "cell_type": "code", + "execution_count": 194, + "id": "27ac3efb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Inserted rows: 2052052\n" + ] + } + ], + "source": [ + "# Create a database\n", + "con = sqlite3.connect('output/spotify_songs.db')\n", + "\n", + "# Define the DataTypes\n", + "dtypes = {'spotify_id':\"TEXT\", 'name':\"TEXT\", 'artists':\"TEXT\", 'daily_rank':\"INTEGER\", 'daily_movement':\"INTEGER\", 'weekly_movement': \"INTEGER\", 'country': \"TEXT\", \n", + " 'snapshot_date': \"INTEGER\", 'popularity': \"INTEGER\", 'is_explicit':\"INTEGER\", 'duration_ms':\"INTEGER\", 'album_name':\"TEXT\", 'album_release_date':\"INTEGER\",\n", + " 'danceability':\"REAL\", 'energy':\"REAL\", 'key':\"INTEGER\", 'loudness':\"REAL\", 'mode':\"INTEGER\", 'speechiness':\"REAL\", 'acousticness':\"REAL\", 'instrumentalness':\"REAL\",\n", + " 'liveness':\"REAL\", 'valence':\"REAL\", 'tempo':\"INTEGER\", 'time_signature':\"INTEGER\", 'continent':\"TEXT\"}\n", + "\n", + "t1_rows = songs_df.to_sql(name=\"songs\", con=con, if_exists=\"replace\", index=True, index_label=\"id\", dtype=dtypes)\n", + "\n", + "print(f\"Inserted rows: {t1_rows}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 195, + "id": "170845a7", + "metadata": {}, + "outputs": [], + "source": [ + "## TODO: Version for two tables - Need to solve the relation issues after removing duplicated in songs\n", + "\n", + "# Prepare data for inserting in the database\n", + "#table_songs = songs_df[[\"spotify_id\", \"name\", \"artists\", \"is_explicit\", \"duration_ms\", \"album_name\", \"album_release_date\", \"danceability\", \"energy\", \"key\", \"loudness\", \"mode\", \"speechiness\", \"acousticness\", \"instrumentalness\", \"liveness\", \"valence\", \"tempo\", \"time_signature\"]].copy()\n", + "#tmp_df = table_songs.drop_duplicates(keep=\"first\", inplace=True) # I don't delete the indexes because I want them to match the other table\n", + "#table_popularity = songs_df[[\"daily_rank\", \"daily_movement\", \"weekly_movement\", \"country\", \"continent\", \"snapshot_date\", \"popularity\"]].copy()\n", + "\n", + "# Do the export to database\n", + "#t1_rows = table_songs.to_sql(name=\"songs\", con=con, if_exists=\"replace\", index=True, index_label=\"id_song\", dtype = {col:dtype for (col, dtype) in dtypes.items() if col in list(table_songs.columns)})\n", + "#t2_rows = table_popularity.to_sql(name=\"popularity\", con=con, if_exists=\"replace\", index=True, index_label=\"id_song\", dtype = {col:dtype for (col, dtype) in dtypes.items() if col in list(table_popularity.columns)})\n", + "\n", + "#print(f\"Inserted rows: ({t1_rows}, {t2_rows})\")\n", + "#tmp_df" + ] + }, + { + "cell_type": "code", + "execution_count": 196, + "id": "c562bcd4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[75.55255714767462, 72.3472983778844, 83.84178743961353, 74.40898544610842]\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cur = con.cursor()\n", + "cur.execute('SELECT (SELECT AVG(popularity) as popularity FROM songs WHERE acousticness >= 0.9) AS acoustic_popularity, (SELECT AVG(popularity) as popularity FROM songs) AS avg_popularity;')\n", + "rows = cur.fetchall()\n", + "data=[]\n", + "data.append(rows[0][1])\n", + "data.append(rows[0][0])\n", + "\n", + "cur = con.cursor()\n", + "cur.execute('SELECT (SELECT AVG(popularity) as popularity FROM songs WHERE instrumentalness >= 0.9) AS instrumental_popularity, (SELECT AVG(popularity) as popularity FROM songs) AS avg_popularity;')\n", + "rows = cur.fetchall()\n", + "data.append(rows[0][0])\n", + "\n", + "cur = con.cursor()\n", + "cur.execute('SELECT (SELECT AVG(popularity) as popularity FROM songs WHERE liveness >= 0.9) AS live_popularity , (SELECT AVG(popularity) as popularity FROM songs) AS avg_popularity;')\n", + "rows = cur.fetchall()\n", + "data.append(rows[0][0])\n", + "\n", + "print(data)\n", + "\n", + "fig, ax = plt.subplots()\n", + "fig.set_size_inches(8,5)\n", + "ax.bar([\"AVG Popularity\", \"Acoustic Songs\\nAVG Popularity\", \"Instrumental Songs\\nAVG Popularity\", \"Live Songs\\nAVG Popularity\"], data)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 222, + "id": "987a6af6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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durationdanceabilityenergyloudnessspeechinessacousticnessinstrumentalnesslivenessvalencetempo
year
19002.820.760.53-8.840.040.240.000.200.71137.01
19394.930.310.51-10.850.060.940.000.850.45114.70
19422.960.320.16-16.480.040.670.350.340.25130.50
19452.830.450.26-13.360.060.840.000.320.57140.66
19472.500.830.37-11.990.040.800.000.280.9896.63
.................................
20213.400.660.58-7.330.070.410.040.150.46122.27
20223.170.660.59-6.950.090.350.010.180.53123.31
20233.160.700.66-6.220.100.270.010.170.54121.95
20243.190.690.66-6.350.100.250.020.170.57121.95
20253.240.630.63-10.120.110.270.100.180.49120.84
\n", + "

78 rows × 10 columns

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" + ], + "text/plain": [ + " duration danceability energy loudness speechiness acousticness \\\n", + "year \n", + "1900 2.82 0.76 0.53 -8.84 0.04 0.24 \n", + "1939 4.93 0.31 0.51 -10.85 0.06 0.94 \n", + "1942 2.96 0.32 0.16 -16.48 0.04 0.67 \n", + "1945 2.83 0.45 0.26 -13.36 0.06 0.84 \n", + "1947 2.50 0.83 0.37 -11.99 0.04 0.80 \n", + "... ... ... ... ... ... ... \n", + "2021 3.40 0.66 0.58 -7.33 0.07 0.41 \n", + "2022 3.17 0.66 0.59 -6.95 0.09 0.35 \n", + "2023 3.16 0.70 0.66 -6.22 0.10 0.27 \n", + "2024 3.19 0.69 0.66 -6.35 0.10 0.25 \n", + "2025 3.24 0.63 0.63 -10.12 0.11 0.27 \n", + "\n", + " instrumentalness liveness valence tempo \n", + "year \n", + "1900 0.00 0.20 0.71 137.01 \n", + "1939 0.00 0.85 0.45 114.70 \n", + "1942 0.35 0.34 0.25 130.50 \n", + "1945 0.00 0.32 0.57 140.66 \n", + "1947 0.00 0.28 0.98 96.63 \n", + "... ... ... ... ... \n", + "2021 0.04 0.15 0.46 122.27 \n", + "2022 0.01 0.18 0.53 123.31 \n", + "2023 0.01 0.17 0.54 121.95 \n", + "2024 0.02 0.17 0.57 121.95 \n", + "2025 0.10 0.18 0.49 120.84 \n", + "\n", + "[78 rows x 10 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 222, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql = 'SELECT strftime(\"%Y\", datetime(\"album_release_date\")) as year, (AVG(\"duration_ms\") / 60000) as \"avg_duration_min\", AVG(\"danceability\") as \"avg_danceability\", AVG(\"energy\") as \"avg_energy\", AVG(\"loudness\") as \"avg_loudness\", AVG(\"speechiness\") as \"avg_speechiness\", AVG(\"acousticness\") as \"avg_acousticness\", AVG(\"instrumentalness\") as \"avg_instrumentalness\", AVG(\"liveness\") as \"avg_liveness\", AVG(\"valence\") as \"avg_valence\",AVG(\"tempo\") as \"avg_tempo\" FROM songs GROUP BY year ORDER BY year ASC;'\n", + "cur.execute(sql)\n", + "rows = cur.fetchall()\n", + "\n", + "tmp_df = pd.DataFrame(rows)\n", + "tmp_df.columns = [\"year\", \"duration\", \"danceability\", \"energy\", \"loudness\", \"speechiness\", \"acousticness\", \"instrumentalness\", \"liveness\", \"valence\", \"tempo\" ]\n", + "tmp_df.set_index(\"year\", inplace=True)\n", + "\n", + "display(tmp_df)\n", + "tmp_df.plot(kind='line', stacked=False, figsize=(18,10), logy=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 274, + "id": "91c5f237", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sql ='SELECT strftime(\"%Y\", datetime(\"snapshot_date\")) as pop_year, strftime(\"%Y\", datetime(\"album_release_date\")) as release_year, AVG(popularity) as popularity FROM songs GROUP BY pop_year, release_year ORDER BY pop_year ASC, release_year ASC'\n", + "\n", + "cur.execute(sql)\n", + "rows = cur.fetchall()\n", + "\n", + "tmp_df = pd.DataFrame(rows)\n", + "tmp_df.columns = [\"year\", \"release\", \"popularity\" ]\n", + "tmp_df[\"year\"] = pd.to_numeric(tmp_df[\"year\"], downcast=\"integer\")\n", + "tmp_df[\"release\"] = pd.to_numeric(tmp_df[\"release\"], downcast=\"integer\")\n", + "tmp_df[\"popularity\"] = pd.to_numeric(tmp_df[\"popularity\"])\n", + "tmp_df.set_index(\"year\", inplace=True)\n", + "\n", + "tmp_df[\"release\"] = pd.to_numeric(tmp_df[\"release\"])\n", + "tmp_df = tmp_df.loc[(tmp_df[\"release\"]>=1980) & (tmp_df[\"release\"]<1990), \"popularity\"].reset_index().groupby(\"year\").mean()\n", + "display(tmp_df)\n", + "tmp_df.plot(kind='line', stacked=True, figsize=(10,5), y=\"popularity\")" + ] + } + ], + "metadata": { + "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": "3.11.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}