From 8016d835d23f72568ecb4abb3da6db915ecb138e Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Tue, 3 Mar 2020 16:18:13 +0200 Subject: [PATCH 01/45] Delete Homeworks --- Homeworks | 1 - 1 file changed, 1 deletion(-) delete mode 100644 Homeworks diff --git a/Homeworks b/Homeworks deleted file mode 100644 index af03162..0000000 --- a/Homeworks +++ /dev/null @@ -1 +0,0 @@ -Classworks Spring 2020 From f0823a4d9a9224d6bd2d6bfddbae6a6e956e5eff Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Fri, 6 Mar 2020 11:33:34 +0200 Subject: [PATCH 02/45] Rename ClassWorks/Homework1 to HomeWorks/WorksHomework1 --- ClassWorks/Homework1 => HomeWorks/WorksHomework1 | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename ClassWorks/Homework1 => HomeWorks/WorksHomework1 (100%) diff --git a/ClassWorks/Homework1 b/HomeWorks/WorksHomework1 similarity index 100% rename from ClassWorks/Homework1 rename to HomeWorks/WorksHomework1 From 80dd1c8f0dac4898735b01d1456d7674b8b132ce Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Fri, 6 Mar 2020 11:34:20 +0200 Subject: [PATCH 03/45] Rename ClassWorks/Homework2.ipynb to HomeWorks/Homework2.ipynb --- {ClassWorks => HomeWorks}/Homework2.ipynb | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename {ClassWorks => HomeWorks}/Homework2.ipynb (100%) diff --git a/ClassWorks/Homework2.ipynb b/HomeWorks/Homework2.ipynb similarity index 100% rename from ClassWorks/Homework2.ipynb rename to HomeWorks/Homework2.ipynb From e1f4964ec346baba56d181497895746b991cac27 Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Fri, 6 Mar 2020 11:35:14 +0200 Subject: [PATCH 04/45] Rename WorksHomework1 to Homework1 --- HomeWorks/{WorksHomework1 => Homework1} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename HomeWorks/{WorksHomework1 => Homework1} (100%) diff --git a/HomeWorks/WorksHomework1 b/HomeWorks/Homework1 similarity index 100% rename from HomeWorks/WorksHomework1 rename to HomeWorks/Homework1 From 1a2901102f5e4bd13cf58f8eda534e2683cb3b23 Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Fri, 6 Mar 2020 11:40:58 +0200 Subject: [PATCH 05/45] Rename Seaborn.ipynb to visualizations/Seaborn.ipynb --- Seaborn.ipynb => visualizations/Seaborn.ipynb | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename Seaborn.ipynb => visualizations/Seaborn.ipynb (100%) diff --git a/Seaborn.ipynb b/visualizations/Seaborn.ipynb similarity index 100% rename from Seaborn.ipynb rename to visualizations/Seaborn.ipynb From ad8b205841c3c5b1589dcc1ca44c72d2cf05eef9 Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Fri, 6 Mar 2020 11:41:32 +0200 Subject: [PATCH 06/45] Rename countries.csv to visualizations/countries.csv --- countries.csv => visualizations/countries.csv | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename countries.csv => visualizations/countries.csv (100%) diff --git a/countries.csv b/visualizations/countries.csv similarity index 100% rename from countries.csv rename to visualizations/countries.csv From b91eb149fa1ecafd4e5b7f0192f1fad98c9b75c0 Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Fri, 6 Mar 2020 11:42:35 +0200 Subject: [PATCH 07/45] Rename visualizations/countries.csv to countries.csv --- visualizations/countries.csv => countries.csv | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename visualizations/countries.csv => countries.csv (100%) diff --git a/visualizations/countries.csv b/countries.csv similarity index 100% rename from visualizations/countries.csv rename to countries.csv From 98b81135d0538d9a066aab5d4ae6d5068437f2c1 Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Fri, 6 Mar 2020 11:43:26 +0200 Subject: [PATCH 08/45] =?UTF-8?q?Rename=20=CE=95=CE=B9=CF=83=CE=B1=CE=B3?= =?UTF-8?q?=CF=89=CE=B3=CE=AE=20=CF=83=CF=84=CE=B1=20pandas.ipynb=20to=20W?= =?UTF-8?q?eek3=5F=CE=95=CE=B9=CF=83=CE=B1=CE=B3=CF=89=CE=B3=CE=AE=20?= =?UTF-8?q?=CF=83=CF=84=CE=B1=20pandas.ipynb?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ...317\211\316\263\316\256 \317\203\317\204\316\261 pandas.ipynb" | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename "\316\225\316\271\317\203\316\261\316\263\317\211\316\263\316\256 \317\203\317\204\316\261 pandas.ipynb" => "Week3_\316\225\316\271\317\203\316\261\316\263\317\211\316\263\316\256 \317\203\317\204\316\261 pandas.ipynb" (100%) diff --git "a/\316\225\316\271\317\203\316\261\316\263\317\211\316\263\316\256 \317\203\317\204\316\261 pandas.ipynb" "b/Week3_\316\225\316\271\317\203\316\261\316\263\317\211\316\263\316\256 \317\203\317\204\316\261 pandas.ipynb" similarity index 100% rename from "\316\225\316\271\317\203\316\261\316\263\317\211\316\263\316\256 \317\203\317\204\316\261 pandas.ipynb" rename to "Week3_\316\225\316\271\317\203\316\261\316\263\317\211\316\263\316\256 \317\203\317\204\316\261 pandas.ipynb" From 53c23de086344c024987a9334d0d14242d9d006e Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Fri, 6 Mar 2020 11:47:29 +0200 Subject: [PATCH 09/45] Update Week_1_Introduction.ipynb --- Week_1_Introduction.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/Week_1_Introduction.ipynb b/Week_1_Introduction.ipynb index b2a14ae..c0d6c59 100644 --- a/Week_1_Introduction.ipynb +++ b/Week_1_Introduction.ipynb @@ -999,8 +999,8 @@ "Βρείτε το τελευταίο αντικείμενο της αρχικής λίστας (χωρίς σορτάρισμα).\n", "Για κάθε αριθμό να εμφανίσετε έναν αριθμό: αν ο αρχικός αριθμός είναι μεγαλύτερος του 10, πολλαπλασιάστε με το 30. Αν επίσης είναι ζυγός αριθμός, προσθέστε 6. Αν είναι μεγαλύτερος του 50, αφαιρέστε 10. Αν δεν είναι ίσος με -11, αφαιρέστε 1. (Για παράδειγμα το 12 είναι μεγαλύτερο του 10, άρα πολλαπλασιάζουμε 12 * 30 = 360, είναι επίσης ζυγός αριθμός, άρα 360 + 6 = 366, δεν είναι ίσο με -11, άρα 366-1=365.)\n", "\n", - "Βρείτε το σύνολο των αριθμών δια δύο.\n", - "" + "Βρείτε το άθροισμα των αριθμών της λίστας.\n" + ] }, { From 4d3771c4cf1708c2af8963f59d49d7dc6d225700 Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Tue, 17 Mar 2020 17:53:10 +0200 Subject: [PATCH 10/45] Add files via upload --- ...sts_&_Dictionaries\316\235\316\225W.ipynb" | 1816 +++++++++++++++++ 1 file changed, 1816 insertions(+) create mode 100644 "Week_2_Lists_&_Dictionaries\316\235\316\225W.ipynb" diff --git "a/Week_2_Lists_&_Dictionaries\316\235\316\225W.ipynb" "b/Week_2_Lists_&_Dictionaries\316\235\316\225W.ipynb" new file mode 100644 index 0000000..e02ceeb --- /dev/null +++ "b/Week_2_Lists_&_Dictionaries\316\235\316\225W.ipynb" @@ -0,0 +1,1816 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Εβδομάδα 2 - Λίστες και Λεξικά (lists and dictionaries)\n", + "\n", + "**Θεωρία** \n", + "\n", + "Τα λεξικά είναι ένας γενικευμένος σύνθετος τύπος όπως οι λίστες, αλλάχωρίς διάταξη (η οποία υπάρχει στις λίστες) και άρα στα λεξικά\n", + "δεν ορίζουμε το 1ο , 2ο, κλπ. στοιχείο τους. Εφόσον, λοιπόν, δεν υπάρχει διάταξη, θα πρέπει να γενικεύσουμε τον τρόπο επιλογής των αντικειμένων μέσα στα λεξικά.\n", + "\n", + "Ο τρόπος αυτός είναι η χρήση του κλειδιού, το οποίο είναι ένας δείκτης γενικού τύπου και άρα κάθε στοιχείο ενός λεξικού έχει δύο μέρη, το κλειδί (`key`) και την τιμή (`value`) του στοιχείου.\n", + "\n", + "Αυτή η δυνατότητα αντιστοίχισης (κλειδί–τιμή) είναι σε ευρεία χρήση σε πληροφορικά συστήματα εκτός της Python, όπως για παράδειγμα στις βάσεις δεδομένων, οι οποίες προσφέρουν την αποθήκευση και ανάσυρση πληροφορίας βάσει κλειδιών. \n", + "\n", + "**Σύνοψη**\n", + "\n", + "Τα λεξικά είναι μία δομή δεδομένων. Μία λέξη-κλειδί (`key`) οδηγεί σε μία πληροφορία. \n", + "\n", + "Το λεξικό αποτελείται από μία σειρά λέξεις-κλειδιά (`keys`) το καθένα από τα οποία συνδέεται με μία αντίστοιχη πληροφορία (`object`). \n", + "\n", + "Ένα λεξικό ορίζεται με τη βοήθεια αγκίστων { }, ανάμεσα στα οποία βάζουμε όλες τις εγγραφές.\n", + "\n", + "Μπορούμε να βρούμε μία εγγραφή δίνοντας την αντίστοιχη λέξη-κλειδί σε ορθογώνιες παρενθέσεις (όπως στις λίστες και συμβολοσειρές).\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Έχω έναν φίλο που το όνομάτου είναι Dimitris\n" + ] + } + ], + "source": [ + "friend_name = \"Dimitris\"\n", + "friend_home = \"Volos\"\n", + "friend_age = 33\n", + "\n", + "print(\"Έχω έναν φίλο που το όνομάτου είναι \", friend_name)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "...και η πόλη του είναι ο Volos\n" + ] + } + ], + "source": [ + "print(\"...και η πόλη του είναι ο \", friend_home)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "..και είναι 33 ετών\n" + ] + } + ], + "source": [ + "print(\"..και είναι\", friend_age, \"ετών\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Μπορούμε να προσθέσουμε εγγραφές στο λεξικό." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "myself = {\n", + " 'name': 'Kostas',\n", + " 'age': 48,\n", + " 'home': 'Athens'\n", + "}\n", + "\n", + "friend = {\n", + " 'name': 'Nikos',\n", + " 'age': 43,\n", + " 'home': 'Lamia'\n", + "}\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Δεν επιτρέπονται περισσότερες από μία εγγραφές για κάθε `key`.\n", + "\n", + "Η λέξη κλειδί πρέπει να είναι μια σταθερά τύπου str, πχ. 'name', 'age', κλπ." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'name': 'Kostas', 'age': 48, 'home': 'Athens'}\n" + ] + } + ], + "source": [ + "print(myself)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Kostas\n" + ] + } + ], + "source": [ + "print(myself['name'])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "My name is Kostas\n" + ] + } + ], + "source": [ + "print(\"My name is\", myself['name'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ΛΙΣΤΕΣ.\n", + "\n", + "Η σειρά των στοιχείων ορίζεται από ορθογώνιες παρενθέσεις και τα στοιχεία χωρίζονται μεταξύ τους με κόμμα." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Μια σειρά από στοιχεία\n", + "Αυτό είναι μια λίστα (σε άλλες γλώσσες προγραμματισμού ονομάζεται ARRAY)\n", + "\n", + "Μία σειρά στοιχείων (αριθμών, συμβολοσειρών κλπ) μπορούν να οργανωθούν σε μία δομή η οποία ονομάζεται λίστα. " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[17, 19, 12, 15]\n" + ] + } + ], + "source": [ + "ages = [17, 19, 12, 15]\n", + "print(ages)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63\n" + ] + } + ], + "source": [ + "print(sum(ages))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Exoume 4 ilikies\n" + ] + } + ], + "source": [ + "print(\"Exoume\", len(ages), \"ilikies\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`len` είναι συνάρτηση (function) και τοποθετείται εξωτερικά ενός ορίσματος \n", + "`.count` είναι μέθοδος (method) και μπαίνει μετά τη μεταβλητή\n", + "\n", + "\n", + "Ο αριθμός των στοιχείων μίας λίστας μπορεί να βρεθεί με χρήση της συνάρτησης len:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10\n" + ] + } + ], + "source": [ + "experience = [0, 4, 3, 2, 0, 0, 1, 10, 20, 3]\n", + "print(len(experience))\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`.count` μετράει τον αριθμό που εμφανίζεται ένας αριθμός στη λίστα\n", + "`0` πόσες φορές εμφανίζεται το `0`" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n" + ] + } + ], + "source": [ + "print(experience.count(0))" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "43 χρόνια εμπειρίας\n" + ] + } + ], + "source": [ + "# sum() σύνολο\n", + "print(sum(experience), \"χρόνια εμπειρίας\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Kapoios exei 0 empeirias\n", + "Kapoios exei 4 empeirias\n", + "Kapoios exei 3 empeirias\n", + "Kapoios exei 2 empeirias\n", + "Kapoios exei 0 empeirias\n", + "Kapoios exei 0 empeirias\n", + "Kapoios exei 1 empeirias\n", + "Kapoios exei 10 empeirias\n", + "Kapoios exei 20 empeirias\n", + "Kapoios exei 3 empeirias\n" + ] + } + ], + "source": [ + "for years in experience:\n", + " print(\"Kapoios exei\", years, \"empeirias\")" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "20\n" + ] + } + ], + "source": [ + "# μέγιστο\n", + "print(max(experience))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], + "source": [ + "# μικρότερο\n", + "print(min(experience))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.3\n" + ] + } + ], + "source": [ + "# ή αλλιώς\n", + "print(sum(experience) / len(experience))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Υπάρχουν έτοιμα στατιστικά πακέτα και βιβλιοθήκες" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "import statistics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Βρες το μέσο όρο" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.3 μέσος όρος εμπειρίας\n" + ] + } + ], + "source": [ + "exp_mean = statistics.mean(experience)\n", + "print(exp_mean, \"μέσος όρος εμπειρίας\")" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2.5 μέση τιμή εμπειρίας\n" + ] + } + ], + "source": [ + "exp_median = statistics.median(experience)\n", + "print(exp_median, \"μέση τιμή εμπειρίας\")" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0, 0, 0, 1, 2, 3, 3, 4, 10, 20]\n" + ] + } + ], + "source": [ + "print(sorted(experience))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Άλλο παράδειγμα" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "myself = {\n", + " 'name': 'Kostas',\n", + " 'age': 48,\n", + " 'home': 'Athens'\n", + "}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "student = {'name' : 'Papadopoulos Giannis', 'AM' : '763478673', 'age' : 21}" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'name': 'Papadopoulos Giannis', 'AM': '763478673', 'age': 21}" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "student" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "21" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "student['age']" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'763478673'" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "student['AM']" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "student2 = {'name' : 'Ioannou Giannis', \n", + " 'AM' : '5764776', \n", + " 'age' : 22, \n", + " 'addr':{'str.': 'Sofokleous 1', 'postcode':'10559', \n", + " 'city':'Athens'}\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Athens'" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "student2['addr']['city']" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Sofokleous 1'" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "student2['addr']['str.']" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "student3 = {'name' : 'Dimitriou Giannis', \n", + " 'AM' : 'ffhhgdh', \n", + " 'age' : 17, \n", + " 'addr':{'str.': 'Sofokleous 1', 'postcode':'74676', \n", + " 'city':'Lamia'}\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "student = {'name' : 'Marios Mariou', \n", + " 'AM' : '457467', \n", + " 'age' : 24, \n", + " 'addr':{'str.': 'Evagorou', 'postcode':'57657', \n", + " 'city':'Lefkosia'}\n", + " }" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "class_datajour = [student, student2, student3]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Lefkosia'" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "class_datajour[0]['addr']['city']" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Marios Mariou 24\n", + "Ioannou Giannis 22\n", + "Dimitriou Giannis 17\n" + ] + } + ], + "source": [ + "for s in class_datajour:\n", + " print(s['name'], s['age'])" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Ioannou Giannis'" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "class_datajour[1]['name']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ακολουθία [Φιμπονάτσι](https://el.wikipedia.org/wiki/%CE%91%CE%BA%CE%BF%CE%BB%CE%BF%CF%85%CE%B8%CE%AF%CE%B1_%CE%A6%CE%B9%CE%BC%CF%80%CE%BF%CE%BD%CE%AC%CF%84%CF%83%CE%B9). \n", + "\n", + "0 1 1 2 3 5 8 13 21 34 55" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "1\n", + "2\n", + "3\n", + "5\n", + "8\n", + "13\n", + "21\n", + "34\n", + "55\n", + "89\n", + "144\n", + "233\n", + "377\n", + "610\n", + "987\n", + "1597\n", + "2584\n", + "4181\n", + "6765\n", + "10946\n", + "17711\n", + "28657\n" + ] + } + ], + "source": [ + "a = 0 \n", + "b = 1\n", + "\n", + "print(a)\n", + "print(b)\n", + "\n", + "for i in range(0,22):\n", + " c = a + b\n", + " print(c)\n", + " a = b\n", + " b = c\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "2\n", + "3\n", + "4\n" + ] + } + ], + "source": [ + "for i in range(0,5):\n", + " print(i)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np \n", + "from twython import Twython\n", + "\n", + "CONSUMER_KEY = \"f7RkCP05ax6m5R75e7NEROblP\"\n", + "CONSUMER_SECRET = \"zXiRP1rQBy9d2bDuAFpwD98zzkmslML769iY0jhLDjpH88dmfM\"\n", + "OAUTH_TOKEN = \"994129208233295872-BdzZ761Mi4hxjWK2kRno4Fx3mlOd0wH\"\n", + "OAUTH_TOKEN_SECRET = \"E3HfihiBifLdCWOaoudr5hbJUdduovpTIFjRyAqC9nGs3\"\n", + "twitter = Twython(\n", + " CONSUMER_KEY, CONSUMER_SECRET,\n", + " OAUTH_TOKEN, OAUTH_TOKEN_SECRET)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "I Got: 99 tweets\n" + ] + } + ], + "source": [ + "tweetsL = []\n", + "try:\n", + " user_timeline = twitter.get_user_timeline(screen_name='olgablf',count=100, tweet_mode = 'extended' )\n", + "except TwythonError as e:\n", + " print(\"Error getting tweets:\", e)\n", + "print(\"I Got:\", len(user_timeline), \" tweets\")\n", + "for tweet in user_timeline:\n", + " # Add whatever you want from the tweet, here we just add the text\n", + " tweetsL.append(tweet)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'created_at': 'Wed Feb 12 19:38:27 +0000 2020',\n", + " 'id': 1227678371611660288,\n", + " 'id_str': '1227678371611660288',\n", + " 'full_text': 'Ο κορωνοϊός «ακύρωσε» το παγκόσμιο συνέδριο κινητής τεχνολογίας - newmoney https://t.co/ZfhFVmdLDM',\n", + " 'truncated': False,\n", + " 'display_text_range': [0, 98],\n", + " 'entities': {'hashtags': [],\n", + " 'symbols': [],\n", + " 'user_mentions': [],\n", + " 'urls': [{'url': 'https://t.co/ZfhFVmdLDM',\n", + " 'expanded_url': 'https://www.newmoney.gr/roh/palmos-oikonomias/texnologia/o-koronoios-akirose-to-pagkosmio-sinedrio-kinitis-technologias/#.XkRULjv_L-g.twitter',\n", + " 'display_url': 'newmoney.gr/roh/palmos-oik…',\n", + " 'indices': [75, 98]}]},\n", + " 'source': 'Twitter for Android',\n", + " 'in_reply_to_status_id': None,\n", + " 'in_reply_to_status_id_str': None,\n", + " 'in_reply_to_user_id': None,\n", + " 'in_reply_to_user_id_str': None,\n", + " 'in_reply_to_screen_name': None,\n", + " 'user': {'id': 31381960,\n", + " 'id_str': '31381960',\n", + " 'name': 'Olga Balafouti',\n", + " 'screen_name': 'olgablf',\n", + " 'location': 'Athens',\n", + " 'description': 'Journalist, editor in chief @newmoneygr and @protothema / Media Consultant for startups, Renewable Sources industry / cryptocurrencies enthusiast',\n", + " 'url': None,\n", + " 'entities': {'description': {'urls': []}},\n", + " 'protected': False,\n", + " 'followers_count': 365,\n", + " 'friends_count': 682,\n", + " 'listed_count': 3,\n", + " 'created_at': 'Wed Apr 15 10:47:58 +0000 2009',\n", + " 'favourites_count': 239,\n", + " 'utc_offset': None,\n", + " 'time_zone': None,\n", + " 'geo_enabled': False,\n", + " 'verified': False,\n", + " 'statuses_count': 1766,\n", + " 'lang': None,\n", + " 'contributors_enabled': False,\n", + " 'is_translator': False,\n", + " 'is_translation_enabled': False,\n", + " 'profile_background_color': '000000',\n", + " 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme7/bg.gif',\n", + " 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme7/bg.gif',\n", + " 'profile_background_tile': False,\n", + " 'profile_image_url': 'http://pbs.twimg.com/profile_images/1208834240995049473/iBWdl974_normal.jpg',\n", + " 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1208834240995049473/iBWdl974_normal.jpg',\n", + " 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/31381960/1563820096',\n", + " 'profile_link_color': '618238',\n", + " 'profile_sidebar_border_color': '204207',\n", + " 'profile_sidebar_fill_color': '060A00',\n", + " 'profile_text_color': '485C3A',\n", + " 'profile_use_background_image': True,\n", + " 'has_extended_profile': False,\n", + " 'default_profile': False,\n", + " 'default_profile_image': False,\n", + " 'following': False,\n", + " 'follow_request_sent': False,\n", + " 'notifications': False,\n", + " 'translator_type': 'none'},\n", + " 'geo': None,\n", + " 'coordinates': None,\n", + " 'place': None,\n", + " 'contributors': None,\n", + " 'is_quote_status': False,\n", + " 'retweet_count': 0,\n", + " 'favorite_count': 0,\n", + " 'favorited': False,\n", + " 'retweeted': False,\n", + " 'possibly_sensitive': False,\n", + " 'lang': 'el'}" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweetsL[5]" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Athens'" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweetsL[0]['user']['location']" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Journalist, editor in chief @newmoneygr and @protothema / Media Consultant for startups, Renewable Sources industry / cryptocurrencies enthusiast'" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweetsL[0]['user']['description']" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Sun Feb 23 21:30:34 +0000 2020 -> RT @Cointelegraph: Simpsons is making a prediction again, this time betting on cryptocurrency as the future of cash https://t.co/4kGo8lzSd4 \n", + "\n", + "Sun Jan 19 18:54:17 +0000 2020 -> RT @RippleXrpie: BOOOOOOOOOOOOOOOOOM!!!!\n", + "\n", + "You Can Soon Spend XRP at Amazon and Major Retailers With New BitPay Integration💥\n", + "\n", + "BitPay co-foun… \n", + "\n", + "Sun Jan 12 17:24:14 +0000 2020 -> RT @rajat_shrimal: This #AI infused invisible keyboard analyses your finger movements and converts them into QWERTY keyboard inputs\n", + "\n", + "#Machi… \n", + "\n", + "Sun Jan 12 17:22:58 +0000 2020 -> RT @evankirstel: Personalization through tech @nike! #Technology #Robotics #IoT #5G #innovation @Fabriziobustama #NRF2020 https://t.co/m… \n", + "\n", + "Thu Jan 02 09:51:39 +0000 2020 -> RT @CXplained: “Blockchain is the tech. Bitcoin is merely the first mainstream manifestation of its potential.”\n", + "- Marc Kenigsberg\n", + "#blockcha… \n", + "\n", + "Mon Dec 30 13:37:03 +0000 2019 -> RT @TACHOUHONER: This #robot will carry our #cargo and follow us @gitarobot @enricomolinari \n", + "\n", + "#AI #IoT #ecommerce #cybersec #fintech #cobot… \n", + "\n", + "Mon Dec 30 13:36:42 +0000 2019 -> RT @edmuke: #Rt This company is changing the way we see prostheses #healthtech #eHealth #digitalhealth #Robotics #Artificialintelligence #A… \n", + "\n", + "Mon Dec 23 13:00:50 +0000 2019 -> RT @Paula_Piccard: It Seemed Like a Popular #Chat App. It’s Secretly a #Spy Tool. - The New York Times https://t.co/TFWD3uD1k3 #apps #tech… \n", + "\n", + "Mon Dec 23 13:00:06 +0000 2019 -> RT @jblefevre60: #5G to take surgery to the next level!\n", + "\n", + "#AI #Robotics #HealthTech via @wef \n", + "\n", + "@evankirstel @gvalan @Fisher85M @ipfconline1… \n", + "\n", + "Mon Dec 23 12:59:36 +0000 2019 -> RT @Cointelegraph: Hackers have stolen almost $480,000 worth of NULS tokens, over $131,000 of which are now untraceable https://t.co/ypZKyr… \n", + "\n", + "Thu Dec 12 14:14:41 +0000 2019 -> RT @newmoneygr: «Μην με συγκρίνετε με προηγούμενους προέδρους» κατέληξε η ομιλία της Κριστιν Λαγκάρντ\n", + "\n", + "Προς τους Δημοσιογράφους: «Μην μαντε… \n", + "\n", + "Sat Nov 30 07:38:04 +0000 2019 -> RT @Cointelegraph: A new bill in Germany will enable banks to support the sale and custody of Bitcoin and other cryptocurrencies in 2020. h… \n", + "\n", + "Mon Nov 18 16:27:16 +0000 2019 -> RT @Cointelegraph: Charts suggest that the price of #Bitcoin ($BTC) has a good chance of a bullish U-turn in the short-term, says market an… \n", + "\n", + "Thu Nov 14 07:52:00 +0000 2019 -> RT @Cointelegraph: Online U.K.-based travel company to enable clients to book flights with crypto https://t.co/97S5d9ZH9m \n", + "\n", + "Wed Oct 30 06:59:59 +0000 2019 -> RT @Cointelegraph: XRP accounts for more than 50% of all crypto transactions in the last 24 hours https://t.co/WOFCCmrFxa \n", + "\n", + "Mon Oct 28 19:06:25 +0000 2019 -> RT @JeroenBartelse: Autonomous driving changes the auto industry as both carmakers and tech companies compete for the future of mobility ht… \n", + "\n", + "Wed Oct 23 11:46:45 +0000 2019 -> Έχει κι άλλο. \n", + "Νίκας, Λαβίδας, ο VP της Goldman και ένα ζευγάρι στο σκάνδαλο insider trading - newmoney https://t.co/B0feEqMuwm \n", + "\n", + "Sun Oct 20 21:27:17 +0000 2019 -> RT @chboursin: #3D holographic displays are changing how we view #Advertising >>> @MikeQuindazzi >>> #IoT #Digital #Marketing #UX #UI cc @j… \n", + "\n", + "Tue Oct 15 19:49:09 +0000 2019 -> RT @bigdata_network: I contend that #blockchain technology is going to disrupt many industries, and the #legal profession might just be nex… \n", + "\n", + "Sat Oct 12 08:13:42 +0000 2019 -> RT @Cointelegraph: #CT_index Meet fresh new BTC ETH Price Index provided specially for you by Cointelegraph https://t.co/lwzOurjIyh https:/… \n", + "\n", + "Sun Oct 06 09:07:41 +0000 2019 -> RT @Cointelegraph: Multiple signals suggest that altcoins are at an important support level. It could break bullish if Bitcoin continues to… \n", + "\n", + "Tue Oct 01 12:42:42 +0000 2019 -> RT @HarbRimah: #AI Can Read A Cardiac #MRI In 4 Seconds: Do We Still Need Human Input?\n", + "https://t.co/hTcm33yeqb\n", + "\n", + "#ArtificialIntelligence #MR… \n", + "\n", + "Tue Oct 01 12:42:26 +0000 2019 -> RT @Rhythmtrader: BREAKING: EOS was just fined $24 million by the SEC for an unregistered initial coin offering.\n", + "\n", + "A reminder, they raised $… \n", + "\n", + "Thu Sep 26 13:08:27 +0000 2019 -> Συμβαίνουν κι αυτά..\n", + "Κ. Δομαζάκης: Ο αδερφός μου το έσκασε σε καρότσα φορτηγού που μετέφερε χοίρους - newmoney https://t.co/IbwTTurazM \n", + "\n", + "Mon Sep 23 16:50:50 +0000 2019 -> RT @stefaniasouki: Ανυπολόγιστο το κόστος στην Ελλάδα από την Thomas Cook - Ζημιά 100 εκατ. μόνο στην Κρήτη - newmoney https://t.co/32GRDIl… \n", + "\n", + "Wed Sep 04 19:22:33 +0000 2019 -> RT @Cointelegraph: Mastercard has joined blockchain software firm R3’s Marco Polo network for trade finance https://t.co/dzr7f12s3g \n", + "\n", + "Mon Aug 19 09:41:24 +0000 2019 -> Έπρεπε να γυρίσω γραφείο για να ανέβει...\n", + "XA: Αντίδραση και επαναφορά με κέρδη άνω του 3% - newmoney https://t.co/hBcbtyuLuO \n", + "\n" + ] + } + ], + "source": [ + "for tweet in tweetsL:\n", + " if (len(tweet['full_text']) > 120) & (not tweet['retweeted'] ):\n", + " print(tweet['created_at'], '->', tweet['full_text'], '\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [], + "source": [ + "for tweet in tweetsL:\n", + " if ( tweet['retweeted'] ):\n", + " print(\"$\",tweet['retweeted'],\"$\", ' ', tweet['created_at'], '->', tweet['full_text'], '\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "I Got: 100 tweets\n", + "I Got: 100 tweets more... Last ID: 1221937707255025664\n", + "I Got: 100 tweets more... Last ID: 1207351844072239111\n", + "I Got: 100 tweets more... Last ID: 1201494439417565184\n", + "I Got: 100 tweets more... Last ID: 1192552088020148223\n", + "I Got: 100 tweets more... Last ID: 1182626588468355071\n", + "I Got: 100 tweets more... Last ID: 1172964125695270912\n", + "I Got: 100 tweets more... Last ID: 1153356310714470401\n", + "I Got: 100 tweets more... Last ID: 1146859168168652801\n", + "I Got: 100 tweets more... Last ID: 1143957319631458310\n", + "I Got: 100 tweets more... Last ID: 1138873580794646528\n", + "I Got: 100 tweets more... Last ID: 1130551123775897599\n", + "I Got: 100 tweets more... Last ID: 1125455941892284416\n", + "I Got: 100 tweets more... Last ID: 1114600075546828799\n", + "I Got: 100 tweets more... Last ID: 1084526360545185792\n", + "I Got: 100 tweets more... Last ID: 1061271964491366399\n", + "I Got: 100 tweets more... Last ID: 1014808596234809343\n", + "I Got: 100 tweets more... Last ID: 970312085686153215\n", + "I Got: 100 tweets more... Last ID: 932670057909510149\n", + "I Got: 100 tweets more... Last ID: 892412231866044415\n", + "I Got: 100 tweets more... Last ID: 860451948931280896\n", + "I Got: 100 tweets more... Last ID: 842668202622701567\n", + "I Got: 100 tweets more... Last ID: 829971435984674815\n", + "I Got: 100 tweets more... Last ID: 807665322685857796\n", + "I Got: 100 tweets more... Last ID: 790138166590246912\n", + "I Got: 100 tweets more... Last ID: 785549162892947459\n", + "I Got: 100 tweets more... Last ID: 774694465869078527\n", + "I Got: 100 tweets more... Last ID: 753699771668373503\n", + "I Got: 100 tweets more... Last ID: 738397682469875712\n", + "I Got: 100 tweets more... Last ID: 730036522666344447\n", + "I Got: 100 tweets more... Last ID: 728572497034129407\n", + "I Got: 100 tweets more... Last ID: 717045656112734208\n", + "I Got: 34 tweets more... Last ID: 714866536868147200\n", + "I got : 3234 in total!!!\n" + ] + } + ], + "source": [ + "# Count could be less than 200, see:\n", + "# https://dev.twitter.com/discussions/7513\n", + "\n", + "tweetsL = []\n", + "try:\n", + " user_timeline = twitter.get_user_timeline(screen_name='atsipras',count=100, tweet_mode = 'extended' )\n", + "except TwythonError as e:\n", + " print(\"Error getting tweets:\", e)\n", + "print(\"I Got:\", len(user_timeline), \" tweets\")\n", + "for tweet in user_timeline:\n", + " # Add whatever you want from the tweet, here we just add the text\n", + " tweetsL.append(tweet)\n", + " \n", + "while len(user_timeline) != 0: \n", + " try:\n", + " user_timeline = twitter.get_user_timeline(screen_name='atsipras',count=100,\n", + " tweet_mode = 'extended', max_id=user_timeline[len(user_timeline)-1]['id']-1)\n", + " except TwythonError as e:\n", + " print(\"Error getting tweets:\", e)\n", + " if len(user_timeline) > 0:\n", + " print(\"I Got:\", len(user_timeline), \" tweets more... Last ID:\", user_timeline[len(user_timeline)-1]['id']-1)\n", + " for tweet in user_timeline:\n", + " # Add whatever you want from the tweet, here we just add the text\n", + " tweetsL.append(tweet)\n", + "# Number of tweets the user has made\n", + "print(\"I got :\", len(tweetsL), \" in total!!!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "3234" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(tweetsL)" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'created_at': 'Mon Mar 16 19:06:44 +0000 2020',\n", + " 'id': 1239629189956993030,\n", + " 'id_str': '1239629189956993030',\n", + " 'full_text': 'Κι ας είναι η αιτία να συνειδητοποιήσουμε την αξία της δημόσιας παρέμβασης στην οικονομία. Αλλά και την ανεκτίμητη, για ώρες σαν αυτή, αξία της ενίσχυσης της δημόσιας υγείας και του κοινωνικού κράτους.\\n#COVID2019 #Covid_19 https://t.co/H87qrZj8fX',\n", + " 'truncated': False,\n", + " 'display_text_range': [0, 246],\n", + " 'entities': {'hashtags': [{'text': 'COVID2019', 'indices': [202, 212]},\n", + " {'text': 'Covid_19', 'indices': [213, 222]}],\n", + " 'symbols': [],\n", + " 'user_mentions': [],\n", + " 'urls': [{'url': 'https://t.co/H87qrZj8fX',\n", + " 'expanded_url': 'https://youtu.be/-4pNYe_huVk',\n", + " 'display_url': 'youtu.be/-4pNYe_huVk',\n", + " 'indices': [223, 246]}]},\n", + " 'source': 'Twitter Web App',\n", + " 'in_reply_to_status_id': 1239629188841254923,\n", + " 'in_reply_to_status_id_str': '1239629188841254923',\n", + " 'in_reply_to_user_id': 334602996,\n", + " 'in_reply_to_user_id_str': '334602996',\n", + " 'in_reply_to_screen_name': 'atsipras',\n", + " 'user': {'id': 334602996,\n", + " 'id_str': '334602996',\n", + " 'name': 'Αλέξης Τσίπρας - Alexis Tsipras',\n", + " 'screen_name': 'atsipras',\n", + " 'location': 'Greece',\n", + " 'description': 'Πρόεδρος του ΣΥΡΙΖΑ - @syriza_gr Ι International account: @tsipras_eu',\n", + " 'url': 'https://t.co/mgtcSU8h9K',\n", + " 'entities': {'url': {'urls': [{'url': 'https://t.co/mgtcSU8h9K',\n", + " 'expanded_url': 'http://www.syriza.gr',\n", + " 'display_url': 'syriza.gr',\n", + " 'indices': [0, 23]}]},\n", + " 'description': {'urls': []}},\n", + " 'protected': False,\n", + " 'followers_count': 537648,\n", + " 'friends_count': 171,\n", + " 'listed_count': 1859,\n", + " 'created_at': 'Wed Jul 13 11:08:10 +0000 2011',\n", + " 'favourites_count': 5,\n", + " 'utc_offset': None,\n", + " 'time_zone': None,\n", + " 'geo_enabled': True,\n", + " 'verified': True,\n", + " 'statuses_count': 7051,\n", + " 'lang': None,\n", + " 'contributors_enabled': False,\n", + " 'is_translator': False,\n", + " 'is_translation_enabled': False,\n", + " 'profile_background_color': 'F7F7F7',\n", + " 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',\n", + " 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',\n", + " 'profile_background_tile': False,\n", + " 'profile_image_url': 'http://pbs.twimg.com/profile_images/1152294655595335686/iGuHPlsH_normal.jpg',\n", + " 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1152294655595335686/iGuHPlsH_normal.jpg',\n", + " 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/334602996/1563562179',\n", + " 'profile_link_color': 'B30015',\n", + " 'profile_sidebar_border_color': 'FFFFFF',\n", + " 'profile_sidebar_fill_color': 'B8B9BA',\n", + " 'profile_text_color': '333333',\n", + " 'profile_use_background_image': False,\n", + " 'has_extended_profile': False,\n", + " 'default_profile': False,\n", + " 'default_profile_image': False,\n", + " 'following': False,\n", + " 'follow_request_sent': False,\n", + " 'notifications': False,\n", + " 'translator_type': 'none'},\n", + " 'geo': None,\n", + " 'coordinates': None,\n", + " 'place': None,\n", + " 'contributors': None,\n", + " 'is_quote_status': False,\n", + " 'retweet_count': 83,\n", + " 'favorite_count': 341,\n", + " 'favorited': False,\n", + " 'retweeted': False,\n", + " 'possibly_sensitive': False,\n", + " 'lang': 'el'}" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweetsL[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Greece'" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweetsL[0]['user']['location']" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'created_at': 'Mon Mar 16 19:06:44 +0000 2020',\n", + " 'id': 1239629189956993030,\n", + " 'id_str': '1239629189956993030',\n", + " 'full_text': 'Κι ας είναι η αιτία να συνειδητοποιήσουμε την αξία της δημόσιας παρέμβασης στην οικονομία. Αλλά και την ανεκτίμητη, για ώρες σαν αυτή, αξία της ενίσχυσης της δημόσιας υγείας και του κοινωνικού κράτους.\\n#COVID2019 #Covid_19 https://t.co/H87qrZj8fX',\n", + " 'truncated': False,\n", + " 'display_text_range': [0, 246],\n", + " 'entities': {'hashtags': [{'text': 'COVID2019', 'indices': [202, 212]},\n", + " {'text': 'Covid_19', 'indices': [213, 222]}],\n", + " 'symbols': [],\n", + " 'user_mentions': [],\n", + " 'urls': [{'url': 'https://t.co/H87qrZj8fX',\n", + " 'expanded_url': 'https://youtu.be/-4pNYe_huVk',\n", + " 'display_url': 'youtu.be/-4pNYe_huVk',\n", + " 'indices': [223, 246]}]},\n", + " 'source': 'Twitter Web App',\n", + " 'in_reply_to_status_id': 1239629188841254923,\n", + " 'in_reply_to_status_id_str': '1239629188841254923',\n", + " 'in_reply_to_user_id': 334602996,\n", + " 'in_reply_to_user_id_str': '334602996',\n", + " 'in_reply_to_screen_name': 'atsipras',\n", + " 'user': {'id': 334602996,\n", + " 'id_str': '334602996',\n", + " 'name': 'Αλέξης Τσίπρας - Alexis Tsipras',\n", + " 'screen_name': 'atsipras',\n", + " 'location': 'Greece',\n", + " 'description': 'Πρόεδρος του ΣΥΡΙΖΑ - @syriza_gr Ι International account: @tsipras_eu',\n", + " 'url': 'https://t.co/mgtcSU8h9K',\n", + " 'entities': {'url': {'urls': [{'url': 'https://t.co/mgtcSU8h9K',\n", + " 'expanded_url': 'http://www.syriza.gr',\n", + " 'display_url': 'syriza.gr',\n", + " 'indices': [0, 23]}]},\n", + " 'description': {'urls': []}},\n", + " 'protected': False,\n", + " 'followers_count': 537648,\n", + " 'friends_count': 171,\n", + " 'listed_count': 1859,\n", + " 'created_at': 'Wed Jul 13 11:08:10 +0000 2011',\n", + " 'favourites_count': 5,\n", + " 'utc_offset': None,\n", + " 'time_zone': None,\n", + " 'geo_enabled': True,\n", + " 'verified': True,\n", + " 'statuses_count': 7051,\n", + " 'lang': None,\n", + " 'contributors_enabled': False,\n", + " 'is_translator': False,\n", + " 'is_translation_enabled': False,\n", + " 'profile_background_color': 'F7F7F7',\n", + " 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',\n", + " 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',\n", + " 'profile_background_tile': False,\n", + " 'profile_image_url': 'http://pbs.twimg.com/profile_images/1152294655595335686/iGuHPlsH_normal.jpg',\n", + " 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1152294655595335686/iGuHPlsH_normal.jpg',\n", + " 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/334602996/1563562179',\n", + " 'profile_link_color': 'B30015',\n", + " 'profile_sidebar_border_color': 'FFFFFF',\n", + " 'profile_sidebar_fill_color': 'B8B9BA',\n", + " 'profile_text_color': '333333',\n", + " 'profile_use_background_image': False,\n", + " 'has_extended_profile': False,\n", + " 'default_profile': False,\n", + " 'default_profile_image': False,\n", + " 'following': False,\n", + " 'follow_request_sent': False,\n", + " 'notifications': False,\n", + " 'translator_type': 'none'},\n", + " 'geo': None,\n", + " 'coordinates': None,\n", + " 'place': None,\n", + " 'contributors': None,\n", + " 'is_quote_status': False,\n", + " 'retweet_count': 83,\n", + " 'favorite_count': 341,\n", + " 'favorited': False,\n", + " 'retweeted': False,\n", + " 'possibly_sensitive': False,\n", + " 'lang': 'el'}" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweetsL[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Είμαστε περήφανοι που η κυβέρνηση του #ΣΥΡΙΖΑ κατάφερε να αφήσει ένα ουσιαστικό αποτύπωμα για την Ήπειρο & την Άρτα. Ήταν άλλωστε προτεραιότητά μας να αντιμετωπίσουμε τις ανισότητες τόσο στο κοινωνικό όσο & στο γεωγραφικό πεδίο. Ομιλία στην #Άρτα. https://t.co/q0BINyp8y6 #iSYRIZA https://t.co/GEuX0QFqrX \n", + "\n", + "Είχα την τιμή να τον γνωρίσω από κοντά & τη χαρά ένα σπουδαίο του έργο, η «Αντίθεση», να με συντροφεύει για 4,5 χρόνια, σε όμορφες & δύσκολες στιγμές στο γραφείο του Πρωθυπουργού, δίνοντας λίγο χρώμα στο γκρίζο του Μεγάρου Μαξίμου. Θερμά συλλυπητήρια στους κοντινούς του ανθρώπους https://t.co/k8qrpS4rvz \n", + "\n", + "Ο #ΣΥΡΙΖΑ κατάφερε να εκφράσει την επιθυμία & την ελπίδα του λαού μας να βγει η χώρα από το φαύλο κύκλο της κρίσης και της διαφθοράς. Το κατάφερε λαμβάνοντας ένα δάνειο εμπιστοσύνης. Σήμερα, το δάνειο του 2015, έχει μετατραπεί σε επένδυση εμπιστοσύνης & σε εντολή μετασχηματισμού. https://t.co/UbQzQu941R \n", + "\n", + "Πίσω από τα συνθήματα της ΝΔ και του κ. Μητσοτάκη, κρύβεται η αλήθεια: Λένε «λιγότεροι φόροι» αλλά εννοούν λιγότερο κοινωνικό κράτος, κατάργηση των επιδομάτων κοινωνικής στήριξης, διάλυση & ιδιωτικοποίηση του δημόσιου συστήματος ασφάλισης & του ΕΣΥ.\n", + "#ΤωραΣΥΡΙΖΑ #ΣΥΡΙΖΑ #Ηρακλειο https://t.co/uhHiBK96c5 \n", + "\n", + "Η Ελλάδα έχει την ιστορική ευκαιρία για μια 10ετία ανάπτυξης, δικαιοσύνης & προοπτικής. Χωρίς μνημόνια, με υγιή δημόσια οικονομικά, με τεράστιες παραγωγικές δυνατότητες, με ένα λαό εργατικό, με μια νέα γενιά με γνώση & δημιουργικότητα όσο καμία άλλη στην ιστορία της πατρίδας μας. https://t.co/ydWtmdOxtS \n", + "\n", + "Θέλουμε μια χώρα που πρωταγωνιστεί στα μεγάλα διεθνή projects στην ενέργεια, στο εμπόριο, τη ναυτιλία, τον τουρισμό, τον πολιτισμό. Που δίνει το παράδειγμα της υπεράσπισης των πανανθρώπινων αξιών με τη στάση της στο προσφυγικό & ενισχύει το ρόλο της στα Βαλκάνια & τη ΝΑ Μεσόγειο. https://t.co/5bArndg8v4 \n", + "\n", + "Εδώ και 4 χρόνια η κυβέρνηση δεν βρήκε ούτε μια μέρα ησυχίας. Πιέσεις & εκβιασμοί στο εξωτερικό, υπονόμευση στο εσωτερικό. Κανείς δεν μπορεί να μας κατηγορήσει ότι συμβιβαστήκαμε & γίναμε σαν τους άλλους ή ότι υπήρξε έστω ένας Υπουργός που έβαλε το χέρι του στο μέλι της εξουσίας. https://t.co/OyzelU6eTX \n", + "\n", + "Με την ιστορική Συμφωνία των Πρεσπών, που αποκαθιστά την ιστορία μας, η Ελλάδα γίνεται ο φάρος της φιλίας & της ενότητας των λαών στα Βαλκάνια. Βάζει τέλος στον αλυτρωτισμό & τον εθνικισμό, φέρνει κοντά δυο λαούς που δεν έχουν τίποτα να χωρίσουν.#Φλωρινα #ΤωραΣΥΡΙΖΑ #Εκλογες_2019 https://t.co/j1Sp3S2rmd \n", + "\n", + "Θέλουμε και έχουμε σχέδιο για μια Ελλάδα που παρέχει ασφάλεια σε κάθε πολίτη, με καθολική πρόσβαση όλων σε καλά δημόσια νοσοκομεία, με ποιοτικές υπηρεσίες υγείας. Με καλά σχολεία & Πανεπιστήμια, με ισχυρή κοινωνική αλληλεγγύη, με ένα δίκαιο & βιώσιμο ασφαλιστικό. #ΣΥΡΙΖΑ #Φλωρινα https://t.co/ujN1yhOPZL \n", + "\n", + "Σαν σήμερα πριν από 23 χρόνια έφυγε από τη ζωή ο Ανδρέας Παπανδρέου. Η Αριστερά είχε πάντα μια σχέση αγάπης & μίσους μαζί του. Η ιστορία έχει ήδη αποτιμήσει τους λόγους. Η αλήθεια πάντως είναι ότι κατάφερε να συσπειρώσει τη μεγάλη πλειοψηφία του δημοκρατικού & προοδευτικού κόσμου https://t.co/pIsUKkPulp \n", + "\n", + "Η ΝΔ θέλει να μειώσει τον συντελεστή φορολογίας επιχειρήσεων από το 29% στο 20% & να παρέμβει στα μερίσματα των μετόχων επιχειρήσεων. Αυτό είναι 1,5 δισ. ευρώ λιγότερα χρήματα στα δημόσια ταμεία, τα οποία σκοπεύει να αναπληρώσει από τη μείωση δαπανών σε Υγεία, Παιδεία & επιδόματα https://t.co/V9kWm0C2iv \n", + "\n", + "Το σχέδιό μας δεν διαπνέεται μόνο από μέτρα & στόχους αλλά και από ένα όραμα για την Ελλάδα του αύριο. Μια Ελλάδα ισχυρή, πυλώνα αξιών & σταθερότητας.Μια Ελλάδα σύγχρονη ευρωπαϊκή χώρα.\n", + "Τώρα αποφασίζουμε για τη ζωή μας & για το μέλλον μας & θα αποφασίσουμε να προχωρήσουμε μπροστά https://t.co/vK4XHlYVwM \n", + "\n", + "Απευθύνουμε προσκλητήριο σε όλους τους προοδευτικούς πολίτες, τόσο για τη μάχη των εθνικών εκλογών όσο & για το β' γύρο των Δημοτικών & Περιφερειακών. Σε κάθε πόλη, σε κάθε περιφέρεια να δώσουμε το μήνυμα ότι η παράταξη της προόδου, της δημοκρατίας, της αλληλεγγύης είναι παρούσα. https://t.co/ncnoXr7OfN \n", + "\n", + "Απευθύνομαι στους εργαζόμενους & στις εργαζόμενες: Τη Κυριακή στο ψηφοδέλτιο είναι η αύξηση του μισθού σας. Οι συλλογικές διαπραγματεύσεις.Το 8ωρο & τα δικαιώματά σας. Απευθύνομαι στους συνταξιούχους. Τη Κυριακή στο ψηφοδέλτιο είναι η 13η σύνταξη & η ενίσχυση του εισοδήματός σας. https://t.co/07DbJHfkWn \n", + "\n", + "Προχωρήσαμε με σχέδιο στη θέσπιση του επιδόματος ενοικίου για 240.000 οικογένειες που στηρίζει τους αδύναμους & δίνει τη δυνατότητα σε νέα ζευγάρια να ανοίξουν δικό τους σπιτικό. Προχωρήσαμε στη μείωση των ασφαλιστικών εισφορών για ελεύθερους επαγγελματίες & μικρομεσαίους στο 13% https://t.co/atqESB5cJ1 \n", + "\n", + "Ο ψυκτικός & ο γιατρός από το Περιστέρι. \n", + "Η φοιτήτρια & ο συνταξιούχος από το Αιγάλεω. \n", + "Ο εργάτης & ο δικηγόρος από το Καματερό. \n", + "Η πωλήτρια & η καθηγήτρια από τα Λιόσια. \n", + "Ο καταστηματάρχης & ο δασκάλος από την Πετρούπολη. \n", + "Αυτοί είναι ο κόσμος μας. Είναι ο κόσμος των πολλών. https://t.co/Tn5AMd053n \n", + "\n", + "Το 2015 παραλάβαμε ένα κράτος διαλυμένο, μια κοινωνία κατακερματισμένη & σε απόγνωση, με άδεια ταμεία & ελλείμματα. Σηκώσαμε με τη βοήθεια του λαού μας ανάστημα στην Ευρώπη. Αγωνιστήκαμε και πετύχαμε να βγει η Ελλάδα από τα μνημόνια, πασχίζοντας να μείνει η κοινωνία όρθια. #Βουλή https://t.co/6DMd7hzPVt \n", + "\n", + "Σήμερα συναντιούνται δημοκρατικοί & προοδευτικοί πολίτες από τη τιμημένη γενιά της αντίστασης, τη μεγάλη παράδοση του ΕΑΜ. Τη γενιά του 114 & του Πολυτεχνείου. Τον δημοκρατικό κόσμο της μεταπολίτευσης. Τη νεολαία των αγώνων στην Ελλάδα της κρίσης & των μνημονίων #ΕνώνουμεΔυνάμεις https://t.co/7P3u2kAoqG \n", + "\n", + "Είναι φρονώ ιστορικό μας καθήκον, όλων των προοδευτικών κυβερνήσεων και πολιτικών δυνάμεων σε παγκόσμιο επίπεδο, να εργαστούμε για να σταματήσουμε την οικονομική & κοινωνική καταστροφή του νεοφιλελευθερισμού, για να βγουν οι λαοί από τη κρίση με αλληλεγγύη & κοινωνική δικαιοσύνη. https://t.co/SUiaTniKy6 \n", + "\n", + "Εμείς, έχουμε μόνο τη δύναμη των επιχειρημάτων μας, σε αντίθεση με τη ΝΔ του ψεύδους, του λαϊκισμού & της ψηφοθηρίας. Ο κ. Μητσοτάκης δεν έχει επιχειρήματα & δεν μπορεί να σταθεί στο ύψος των περιστάσεων.Ένα debate για τη Συμφωνία των Πρεσπών θα ήταν διαφωτιστικό για τους πολίτες https://t.co/rKTVXSSvIz \n", + "\n", + "Απέναντι σε νεοφιλελευθερισμό & ακροδεξιά κανείς δεν μπορεί μόνος να δώσει λύση. Εχτές με την Συμπρόεδρο του die Linke, K.Κίππινγκ και σήμερα με τον Πορτογ. Πρωθυπουργό Α. Κόστα, συζητήσαμε για την ανάγκη συνεργασίας των προοδ.δυνάμεων, για να επικρατήσει η δημοκρατία & η ελπίδα https://t.co/WeYSJrNGeM \n", + "\n", + "Ο Δημήτρης Αλειφερόπουλος, που έφυγε σήμερα τόσο πρόωρα από κοντά μας, υπήρξε ένα από τα πιο αγαπητά μέλη της δημοσιογραφικής οικογένειας. Έγκριτος & συνεπής, υπηρέτησε με βάση τη δημοσιογραφική δεοντολογία το επάγγελμά του. Θερμά συλλυπητήρια στην οικογένεια & τους οικείους του. https://t.co/msLnDrJbKT \n", + "\n" + ] + } + ], + "source": [ + "for tweet in tweetsL:\n", + " if (len(tweet['full_text'])) > 311:\n", + " print(tweet['full_text'], '\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Κι ας είναι η αιτία να συνειδητοποιήσουμε την αξία της δημόσιας παρέμβασης στην οικονομία. Αλλά και την ανεκτίμητη, για ώρες σαν αυτή, αξία της ενίσχυσης της δημόσιας υγείας και του κοινωνικού κράτους.\\n#COVID2019 #Covid_19 https://t.co/H87qrZj8fX'" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweetsL[0]['full_text']" + ] + }, + { + "cell_type": "code", + "execution_count": 179, + "metadata": {}, + "outputs": [], + "source": [ + "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline " + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [], + "source": [ + "all_text = ''\n", + "for tweet in tweetsL:\n", + " all_text = all_text + tweet['full_text']" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "646911" + ] + }, + "execution_count": 181, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(all_text)" + ] + }, + { + "cell_type": "code", + "execution_count": 182, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Κι ας είναι η αιτία να συνειδητοποιήσουμε την αξία της δημόσιας παρέμβασης στην οικονομία. Αλλά και την ανεκτίμητη, για ώρες σαν αυτή, αξία της ενίσχυσης της δημόσιας υγείας και του κοινωνικού κράτους.\\n#COVID2019 #Covid_19 https://t.co/H87qrZj8fXΟφείλουμε και να πάρουμε αποφάσεις για να τους στηρίζουμε έμπρακτα. Τόσο αυτούς, όσο και καθέναν και καθεμιά που θα έχει απώλειες από τη κρίση. Ας γίνει η'" + ] + }, + "execution_count": 182, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_text[0:400]" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "\n", + "wordcloud = WordCloud(max_font_size=50, max_words=100, \n", + " background_color=\"white\").generate(all_text)\n", + "plt.figure()\n", + "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", + "plt.axis(\"off\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 186, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "all_text = all_text.replace(\"και\", \"\").replace(\"https\", \"\")" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "wordcloud = WordCloud(max_font_size=80, max_words=50, \n", + " background_color=\"black\",width=200, height = 200).generate(all_text)\n", + "\n", + "plt.figure(figsize=(15,10))\n", + "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", + "plt.axis(\"off\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Απομακρύνουμε τους τόνους\n" + ] + }, + { + "cell_type": "code", + "execution_count": 198, + "metadata": {}, + "outputs": [], + "source": [ + "import unicodedata\n", + "def strip_accents(s):\n", + " return ''.join(c for c in unicodedata.normalize('NFD', s)\n", + " if unicodedata.category(c) != 'Mn')" + ] + }, + { + "cell_type": "code", + "execution_count": 210, + "metadata": {}, + "outputs": [], + "source": [ + "all_text_no = strip_accents(all_text)" + ] + }, + { + "cell_type": "code", + "execution_count": 211, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Κι ας ειναι αιτια συνειδητοποιησουμε αξια της δημοσιας παρεμβασης οικονομια. Αλλα ανεκτιμητη, ωρες σαν αυτη, αξια της ενισχυσης της δημοσιας υγειας κοινωνικου κρατους.\\n#COVID2019 #Covid_19 ://t.co/H87qrZj8fXΟφειλουμε παρουμε αποφασεις τους στηριζουμε εμπρακτα. Τοσο αυτους, οσο καθεναν καθεμια ε'" + ] + }, + "execution_count": 211, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_text_no[0:300]" + ] + }, + { + "cell_type": "code", + "execution_count": 212, + "metadata": {}, + "outputs": [], + "source": [ + "#remove STOP WORDS" + ] + }, + { + "cell_type": "code", + "execution_count": 213, + "metadata": {}, + "outputs": [], + "source": [ + "import nltk\n" + ] + }, + { + "cell_type": "code", + "execution_count": 214, + "metadata": {}, + "outputs": [], + "source": [ + "gr_stop_words = nltk.corpus.stopwords.words('greek')" + ] + }, + { + "cell_type": "code", + "execution_count": 215, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['αλλα',\n", + " 'αν',\n", + " 'αντι',\n", + " 'απο',\n", + " 'αυτα',\n", + " 'αυτεσ',\n", + " 'αυτη',\n", + " 'αυτο',\n", + " 'αυτοι',\n", + " 'αυτοσ']" + ] + }, + "execution_count": 215, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gr_stop_words[0:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 216, + "metadata": {}, + "outputs": [], + "source": [ + "for word in gr_stop_words:\n", + " all_text_no = all_text_no.replace(' '+word + ' ', \" \")" + ] + }, + { + "cell_type": "code", + "execution_count": 218, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Κι ας αιτια συνειδητοποιησουμε αξια της δημοσιας παρεμβασης οικονομια. Αλλα ανεκτιμητη, ωρες σαν αυτη, αξια της ενισχυσης της δημοσιας υγειας κοινωνικου κρατους.\\n#COVID2019 #Covid_19 ://t.co/H87qrZj8fXΟφειλουμε παρουμε αποφασεις τους στηριζουμε εμπρακτα. Τοσο αυτους, καθεναν καθεμια εχει απωλειες τη κριση. Ας γινει κριση αυτη, αφορμη βγαλουμε καλυτερο εαυτο μας. Αυτον της αλληλεγγυης της ανθρωπιας.Τουτες ωρες οφειλουμε ολοι γινουμε μια γροθια αντιμετωπισουμε κριση. Χειροκροταμε ολη τη δυναμη της ψυχης μας τους ανθρωπους θετουν τη ζωη τους κινδυνο ζησουμε υπολοιποι. Αλλα οσοι εχουμε θεση ευθυνης αρκει χειροκροταμε.Αλλα ολοι εχουμε ευθυνη. Τα κομματα, εκκλησια, συλλογικοι φορεις της κοινωνιας μας. Ολοι μαζι, τη συμπεριφορα μας, μπορουμε δειξουμε νοιαζομαστε διπλανο, ευαλωτο συνανθρωπο μας. Ειναι ζητημα κοινης λογικης ανθρωπιας. ://t.co/aL8tXd6plYΟ νεος κορωνοιος δοκιμαζει μονο αντοχη της Δημοσιας Υγειας. Κυριως δοκιμασει τη συνοχη της κοινωνιας μας. Μπορουμε ομως νικησουμε. Η κυβερνηση οφειλει ακουσει υλοποιησει προτασεις μας. Εχει χρεος κοινωνικη ευθυνη.Η κυβερνηση οφειλει αναστειλει τωρα σχεδιασμο της καταργηση της προστασιας της πρωτης κατοικιας. Ειναι αδιανοητο, ωρα πρε'" + ] + }, + "execution_count": 218, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "all_text_no[0:1200]" + ] + }, + { + "cell_type": "code", + "execution_count": 219, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "wordcloud = WordCloud(max_font_size=80, max_words=50, \n", + " background_color=\"black\",width=200, height = 200).generate(all_text_no)\n", + "\n", + "plt.figure(figsize=(15,10))\n", + "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", + "plt.axis(\"off\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From e7e499608cdac672fb63ea4ff4cebcb9290db67c Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Tue, 17 Mar 2020 22:30:40 +0200 Subject: [PATCH 11/45] Add files via upload --- ...tionaries\316\235\316\225W_teleconf.ipynb" | 2885 +++++++++++++++++ 1 file changed, 2885 insertions(+) create mode 100644 "Week_2_Lists_&_Dictionaries\316\235\316\225W_teleconf.ipynb" diff --git "a/Week_2_Lists_&_Dictionaries\316\235\316\225W_teleconf.ipynb" "b/Week_2_Lists_&_Dictionaries\316\235\316\225W_teleconf.ipynb" new file mode 100644 index 0000000..07fda15 --- /dev/null +++ "b/Week_2_Lists_&_Dictionaries\316\235\316\225W_teleconf.ipynb" @@ -0,0 +1,2885 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "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": "3.6.7" + }, + "colab": { + "name": "Copy of Week_2_Lists_&_DictionariesΝΕW.ipynb", + "provenance": [], + "collapsed_sections": [] + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "slP5L_TtO6N9", + "colab_type": "text" + }, + "source": [ + "## Εβδομάδα 2 - Λίστες και Λεξικά (lists and dictionaries)\n", + "\n", + "**Θεωρία** \n", + "\n", + "Τα λεξικά είναι ένας γενικευμένος σύνθετος τύπος όπως οι λίστες, αλλάχωρίς διάταξη (η οποία υπάρχει στις λίστες) και άρα στα λεξικά\n", + "δεν ορίζουμε το 1ο , 2ο, κλπ. στοιχείο τους. Εφόσον, λοιπόν, δεν υπάρχει διάταξη, θα πρέπει να γενικεύσουμε τον τρόπο επιλογής των αντικειμένων μέσα στα λεξικά.\n", + "\n", + "Ο τρόπος αυτός είναι η χρήση του κλειδιού, το οποίο είναι ένας δείκτης γενικού τύπου και άρα κάθε στοιχείο ενός λεξικού έχει δύο μέρη, το κλειδί (`key`) και την τιμή (`value`) του στοιχείου.\n", + "\n", + "Αυτή η δυνατότητα αντιστοίχισης (κλειδί–τιμή) είναι σε ευρεία χρήση σε πληροφορικά συστήματα εκτός της Python, όπως για παράδειγμα στις βάσεις δεδομένων, οι οποίες προσφέρουν την αποθήκευση και ανάσυρση πληροφορίας βάσει κλειδιών. \n", + "\n", + "**Σύνοψη**\n", + "\n", + "Τα λεξικά είναι μία δομή δεδομένων. Μία λέξη-κλειδί (`key`) οδηγεί σε μία πληροφορία. \n", + "\n", + "Το λεξικό αποτελείται από μία σειρά λέξεις-κλειδιά (`keys`) το καθένα από τα οποία συνδέεται με μία αντίστοιχη πληροφορία (`object`). \n", + "\n", + "Ένα λεξικό ορίζεται με τη βοήθεια αγκίστων { }, ανάμεσα στα οποία βάζουμε όλες τις εγγραφές.\n", + "\n", + "Μπορούμε να βρούμε μία εγγραφή δίνοντας την αντίστοιχη λέξη-κλειδί σε ορθογώνιες παρενθέσεις (όπως στις λίστες και συμβολοσειρές).\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Qz36INhWO6Oz", + "colab_type": "code", + "outputId": "07d211ea-4c8f-44f6-90ac-386661f24b8a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "friend_name = \"Dimitris\"\n", + "friend_home = \"Volos\"\n", + "friend_age = 33\n", + "\n", + "print(\"Έχω έναν φίλο που το όνομάτου είναι \", friend_name)\n" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Έχω έναν φίλο που το όνομάτου είναι Dimitris\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "awr39iOeO6Qe", + "colab_type": "code", + "outputId": "75471ae7-de52-4422-b1c4-75d8fc26c86f", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "print(\"...και η πόλη του είναι ο \", friend_home)" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "...και η πόλη του είναι ο Volos\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "TI-74P05O6RW", + "colab_type": "code", + "outputId": "8ed98b19-d64c-428a-bdc1-6082433fa1f7", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "print(\"..και είναι\", friend_age, \"ετών\")" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "..και είναι 33 ετών\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "jZqm7uByO6Rz", + "colab_type": "text" + }, + "source": [ + "Μπορούμε να προσθέσουμε εγγραφές στο λεξικό." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Z2sESF7eO6Si", + "colab_type": "code", + "colab": {} + }, + "source": [ + "myself = {\n", + " 'name': 'Kostas',\n", + " 'age': 48,\n", + " 'home': 'Athens'\n", + "}\n", + "\n", + "friend = {\n", + " 'name': 'Nikos',\n", + " 'age': 43,\n", + " 'home': 'Lamia'\n", + "}\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PRmuklDTO6TG", + "colab_type": "text" + }, + "source": [ + "Δεν επιτρέπονται περισσότερες από μία εγγραφές για κάθε `key`.\n", + "\n", + "Η λέξη κλειδί πρέπει να είναι μια σταθερά τύπου str, πχ. 'name', 'age', κλπ." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3wvB1xwSO6TK", + "colab_type": "code", + "outputId": "875ee05c-6cf4-4070-939e-6c864f85f138", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "print(myself)" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "{'name': 'Kostas', 'age': 48, 'home': 'Athens'}\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "6qVs8wtkO6Tb", + "colab_type": "code", + "outputId": "39188c23-c6ee-4abc-ab40-8a8c689842b4", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "print(myself['name'])" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Kostas\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "R3-W_1hGO6UL", + "colab_type": "code", + "outputId": "6787dcc7-b5c3-408e-cec2-935562796f74", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "print(\"My name is\", myself['name'])" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "My name is Kostas\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "H8CQx7nzO6Ue", + "colab_type": "text" + }, + "source": [ + "ΛΙΣΤΕΣ.\n", + "\n", + "Η σειρά των στοιχείων ορίζεται από ορθογώνιες παρενθέσεις και τα στοιχεία χωρίζονται μεταξύ τους με κόμμα." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "9zN0e1pNO6Uj", + "colab_type": "text" + }, + "source": [ + "Μια σειρά από στοιχεία\n", + "Αυτό είναι μια λίστα (σε άλλες γλώσσες προγραμματισμού ονομάζεται ARRAY)\n", + "\n", + "Μία σειρά στοιχείων (αριθμών, συμβολοσειρών κλπ) μπορούν να οργανωθούν σε μία δομή η οποία ονομάζεται λίστα. " + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "MSfaaKN0O6Ul", + "colab_type": "code", + "outputId": "b05d70b0-adee-4ee7-f042-413346d71c85", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "ages = [17, 19, 12, 15]\n", + "print(ages)" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "[17, 19, 12, 15]\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "SYBrUtvqO6Uu", + "colab_type": "code", + "outputId": "fd078cb1-d948-4b10-ce73-349f31dca15d", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "print(sum(ages))" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "63\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ZXXT1RHxO6U6", + "colab_type": "code", + "outputId": "888f9008-7568-4e70-9ccd-acf88625db36", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "print(\"Exoume\", len(ages), \"ilikies\")" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Exoume 4 ilikies\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xEGw48BxO6VD", + "colab_type": "text" + }, + "source": [ + "`len` είναι συνάρτηση (function) και τοποθετείται εξωτερικά ενός ορίσματος \n", + "`.count` είναι μέθοδος (method) και μπαίνει μετά τη μεταβλητή\n", + "\n", + "\n", + "Ο αριθμός των στοιχείων μίας λίστας μπορεί να βρεθεί με χρήση της συνάρτησης len:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "SEz6ukhkO6VH", + "colab_type": "code", + "outputId": "2337cbc1-642e-4bda-e92c-6aa9eb600443", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "experience = [0, 4, 3, 2, 0, 0, 1, 10, 20, 3]\n", + "print(len(experience))\n" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "10\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "d6sYLYxTO6VV", + "colab_type": "text" + }, + "source": [ + "`.count` μετράει τον αριθμό που εμφανίζεται ένας αριθμός στη λίστα\n", + "`0` πόσες φορές εμφανίζεται το `0`" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "kUHocMH-O6VY", + "colab_type": "code", + "outputId": "125d79ca-e68c-4aa7-b40b-20a8c677ccae", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "print(experience.count(0))" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "3\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "-Ad68DbGO6Vq", + "colab_type": "code", + "outputId": "10345e56-7840-41d5-f9ee-a30ad4b3be2b", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "# sum() σύνολο\n", + "print(sum(experience), \"χρόνια εμπειρίας\")" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "43 χρόνια εμπειρίας\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "QCBKPY5pO6V-", + "colab_type": "text" + }, + "source": [ + "" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Oz70GSxNO6WB", + "colab_type": "code", + "outputId": "13fb21b5-907b-49a3-e7ce-0b12fc75e1e4", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 202 + } + }, + "source": [ + "for years in experience:\n", + " print(\"Kapoios exei\", years, \"empeirias\")" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Kapoios exei 0 empeirias\n", + "Kapoios exei 4 empeirias\n", + "Kapoios exei 3 empeirias\n", + "Kapoios exei 2 empeirias\n", + "Kapoios exei 0 empeirias\n", + "Kapoios exei 0 empeirias\n", + "Kapoios exei 1 empeirias\n", + "Kapoios exei 10 empeirias\n", + "Kapoios exei 20 empeirias\n", + "Kapoios exei 3 empeirias\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "6xcDVTMhO6WI", + "colab_type": "code", + "outputId": "91eddbe4-71bf-4e32-b3ef-80a5702ea6ee", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "# μέγιστο\n", + "print(max(experience))\n" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "20\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "hBy2sO5zO6WR", + "colab_type": "code", + "outputId": "8162e8e4-6bc9-43b8-c0f0-b6d0f12cd55d", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "# μικρότερο\n", + "print(min(experience))" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "0\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "14qPGbqTO6WZ", + "colab_type": "code", + "outputId": "7991d980-a349-4211-9c42-5c9bf3a05a19", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "# ή αλλιώς\n", + "print(sum(experience) / len(experience))" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "4.3\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "mox3u_XiO6Wg", + "colab_type": "text" + }, + "source": [ + "Υπάρχουν έτοιμα στατιστικά πακέτα και βιβλιοθήκες" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "A6Qc-naNO6Wi", + "colab_type": "code", + "colab": {} + }, + "source": [ + "import statistics" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ZgzCq0GHO6Wp", + "colab_type": "text" + }, + "source": [ + "Βρες το μέσο όρο" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "yhsaC6q5O6Wt", + "colab_type": "code", + "outputId": "893a4c37-0488-4cc3-8bec-5e59fe1f8193", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "exp_mean = statistics.mean(experience)\n", + "print(exp_mean, \"μέσος όρος εμπειρίας\")" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "4.3 μέσος όρος εμπειρίας\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "k6vgeB8QO6W0", + "colab_type": "code", + "outputId": "c5810199-017f-4dd1-f99e-ed1ae6019fd0", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "exp_median = statistics.median(experience)\n", + "print(exp_median, \"μέση τιμή εμπειρίας\")" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "2.5 μέση τιμή εμπειρίας\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "D4CB8GIOO6W7", + "colab_type": "code", + "outputId": "eb5a71a5-2030-4489-aee6-07fbb68e8d92", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "print(sorted(experience, reverse = True))" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "[20, 10, 4, 3, 3, 2, 1, 0, 0, 0]\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "82O3gi51O6XD", + "colab_type": "text" + }, + "source": [ + "Άλλο παράδειγμα" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "oP7WBSRJO6XF", + "colab_type": "code", + "colab": {} + }, + "source": [ + "myself = {\n", + " 'name': 'Kostas',\n", + " 'age': 48,\n", + " 'home': 'Athens'\n", + "}\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "x6PJu-zcO6XS", + "colab_type": "code", + "colab": {} + }, + "source": [ + "student = {'name' : 'Papadopoulos Giannis', \n", + " 'AM' : '763478673', 'age' : 21}" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "uP-G4gtVO6XY", + "colab_type": "code", + "outputId": "43767595-6888-4a54-9a8d-fcf3649f044a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "student" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'AM': '763478673', 'age': 21, 'name': 'Papadopoulos Giannis'}" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 36 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "E2wuaSGqO6Xe", + "colab_type": "code", + "outputId": "921aeea3-3703-4070-b680-9779c1fade86", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "student['age']" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "21" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 37 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "zOKt3SOkO6Xr", + "colab_type": "code", + "outputId": "fd227b29-d456-4194-c1ad-c0b99a574d68", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "student['AM']" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'763478673'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 38 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "fxcKFKciO6Xx", + "colab_type": "code", + "colab": {} + }, + "source": [ + "student2 = {'name' : 'Ioannou Giannis', \n", + " 'AM' : '5764776', \n", + " 'age' : 22, \n", + " 'addr': # [ 'Sofokleous', 1,'10559', 'Athens']\n", + " {'str.': 'Sofokleous', 'No': 1, 'postcode':'10559', \n", + " 'city':'Athens'}\n", + " }" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "_T2IizaAbzHs", + "colab_type": "code", + "outputId": "6f6f0fed-f7e5-4bfc-d228-d2843a0424ac", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "student2['addr'][3]" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'Athens'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 42 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3zz1j0TsO6X2", + "colab_type": "code", + "outputId": "bd32946c-976a-4600-d119-2edbc21c1475", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "student2['addr']['city']" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'Athens'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 44 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "QOkhsiBcO6X9", + "colab_type": "code", + "outputId": "555fb139-4091-4fc5-effa-72bfdf82ebf8", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "student2['addr']['str.']" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'Sofokleous'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 45 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Gj9O53j6O6YD", + "colab_type": "code", + "colab": {} + }, + "source": [ + "student3 = {'name' : 'Dimitriou Giannis', \n", + " 'AM' : 'ffhhgdh', \n", + " 'age' : 17, \n", + " 'addr':{'str.': 'Sofokleous 1', 'postcode':'74676', \n", + " 'city':'Lamia'}\n", + " }" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Dym7tU96O6YI", + "colab_type": "code", + "colab": {} + }, + "source": [ + "student = {'name' : 'Marios Mariou', \n", + " 'AM' : '457467', \n", + " 'age' : 24, \n", + " 'addr':{'str.': 'Evagorou', 'postcode':'57657', \n", + " 'city':'Lefkosia'}\n", + " }" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "cM42alJ-O6YN", + "colab_type": "code", + "colab": {} + }, + "source": [ + "class_datajour = [student, student2, student3]\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "I7T4-A3QO6YU", + "colab_type": "code", + "outputId": "3fe03a18-348f-41bd-dc4b-540e9c330ae7", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "class_datajour[0]['addr']['city']" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'Lefkosia'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 49 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "DXMjvU4XO6Ya", + "colab_type": "code", + "outputId": "d308e153-c27c-4e72-aa5a-221ff452e182", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 72 + } + }, + "source": [ + "for s in class_datajour:\n", + " print(s['name'], s['age'])" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Marios Mariou 24\n", + "Ioannou Giannis 22\n", + "Dimitriou Giannis 17\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gqwyMz3WO6Zi", + "colab_type": "code", + "outputId": "835def0a-04d1-49a3-b690-51ba84940d2b", + "colab": {} + }, + "source": [ + "class_datajour[1]['name']" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'Ioannou Giannis'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 61 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KtcbZ7izO6Zm", + "colab_type": "text" + }, + "source": [ + "Ακολουθία [Φιμπονάτσι](https://el.wikipedia.org/wiki/%CE%91%CE%BA%CE%BF%CE%BB%CE%BF%CF%85%CE%B8%CE%AF%CE%B1_%CE%A6%CE%B9%CE%BC%CF%80%CE%BF%CE%BD%CE%AC%CF%84%CF%83%CE%B9). \n", + "\n", + "0 1 1 2 3 5 8 13 21 34 55" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "c_dLIX5_O6Zo", + "colab_type": "code", + "outputId": "023c8816-6b32-4238-a3ee-1e07cd0cdca4", + "colab": {} + }, + "source": [ + "a = 0 \n", + "b = 1\n", + "\n", + "print(a)\n", + "print(b)\n", + "\n", + "for i in range(0,22):\n", + " c = a + b\n", + " print(c)\n", + " a = b\n", + " b = c\n", + " " + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "1\n", + "2\n", + "3\n", + "5\n", + "8\n", + "13\n", + "21\n", + "34\n", + "55\n", + "89\n", + "144\n", + "233\n", + "377\n", + "610\n", + "987\n", + "1597\n", + "2584\n", + "4181\n", + "6765\n", + "10946\n", + "17711\n", + "28657\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "t9hAQevjO6Zs", + "colab_type": "code", + "outputId": "e765afe4-ff60-4741-b865-41608b88260e", + "colab": {} + }, + "source": [ + "for i in range(0,5):\n", + " print(i)" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "stream", + "text": [ + "0\n", + "1\n", + "2\n", + "3\n", + "4\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-G6Qc8qm8MYo", + "colab_type": "text" + }, + "source": [ + "Κάνω πρώτα install βιβλιοθήκες που δεν έχει το περιβάλλον google.collab χρησιμοποιώντας την εντολή !pip install \"όνομα βιβλιοθήκης\"" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "20l_FWU6O6Zz", + "colab_type": "code", + "outputId": "337e19d9-f419-48e2-df57-d40167300b81", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 333 + } + }, + "source": [ + "!pip install Twython" + ], + "execution_count": 2, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Collecting Twython\n", + " Downloading https://files.pythonhosted.org/packages/8c/2b/c0883f05b03a8e87787d56395d6c89515fe7e0bf80abd3778b6bb3a6873f/twython-3.7.0.tar.gz\n", + "Requirement already satisfied: requests>=2.1.0 in /usr/local/lib/python3.6/dist-packages (from Twython) (2.21.0)\n", + "Requirement already satisfied: requests_oauthlib>=0.4.0 in /usr/local/lib/python3.6/dist-packages (from Twython) (1.3.0)\n", + "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.1.0->Twython) (1.24.3)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.1.0->Twython) (2019.11.28)\n", + "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.1.0->Twython) (3.0.4)\n", + "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.1.0->Twython) (2.8)\n", + "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from requests_oauthlib>=0.4.0->Twython) (3.1.0)\n", + "Building wheels for collected packages: Twython\n", + " Building wheel for Twython (setup.py) ... \u001b[?25l\u001b[?25hdone\n", + " Created wheel for Twython: filename=twython-3.7.0-cp36-none-any.whl size=31996 sha256=7174d3c45d329df2cc618f4b9e5ecdd26282a7d0e6d568a5b93fe2cffdf22ea3\n", + " Stored in directory: /root/.cache/pip/wheels/c2/b0/a3/5c4b4b87b8c9e4d99f1494a0b471f0134a74e5fb33d426d009\n", + "Successfully built Twython\n", + "Installing collected packages: Twython\n", + "Successfully installed Twython-3.7.0\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "_osorUoIO6Z5", + "colab_type": "code", + "colab": {} + }, + "source": [ + "import pandas as pd\n", + "import numpy as np \n", + "from twython import Twython\n", + "# συνδέομαι πρώτα με το API του Twitter. Χρησιμοποιώ το λογαριασμό twitter του μαθήματος. \n", + "# Προσπαθήστε αν έχετε δικό σας account στο twitter να φτιάξετε τα δικά σας \"κλειδιά\"\n", + "\n", + "CONSUMER_KEY = \"f7RkCP05ax6m5R75e7NEROblP\"\n", + "CONSUMER_SECRET = \"zXiRP1rQBy9d2bDuAFpwD98zzkmslML769iY0jhLDjpH88dmfM\"\n", + "OAUTH_TOKEN = \"994129208233295872-BdzZ761Mi4hxjWK2kRno4Fx3mlOd0wH\"\n", + "OAUTH_TOKEN_SECRET = \"E3HfihiBifLdCWOaoudr5hbJUdduovpTIFjRyAqC9nGs3\"\n", + "twitter = Twython(\n", + " CONSUMER_KEY, CONSUMER_SECRET,\n", + " OAUTH_TOKEN, OAUTH_TOKEN_SECRET)\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "yJ6Kj8ahO6aA", + "colab_type": "code", + "outputId": "060d3a12-28ad-473f-ba63-c1c5995415c8", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "# Φτιάξτε την λίστα των tweets για ένα συγκεκριμένο screen_name. Ψάξτε στη βιβλιοθήκη Twython\n", + "# για άλλες ερωτήσεις που μπορεί να κάνετε....\n", + " tweetsL = []\n", + "try:\n", + " user_timeline = twitter.get_user_timeline(screen_name='olgablf',count=100, tweet_mode = 'extended' )\n", + "except TwythonError as e:\n", + " print(\"Error getting tweets:\", e)\n", + "print(\"I Got:\", len(user_timeline), \" tweets\")\n", + "for tweet in user_timeline:\n", + " # Add whatever you want from the tweet, here we just add the text\n", + " tweetsL.append(tweet)" + ], + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "text": [ + "I Got: 99 tweets\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "wamwKo2QO6aH", + "colab_type": "code", + "outputId": "e236b0fb-4001-4dcd-cb73-fb0f2c61ec29", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "source": [ + "#Δείτε ένα συγκεκριμένο tweet ως ένα dictionary με ΟΛΑ τα πεδίας του! Μην ανησυχείτε, δύο με τρία μας ενδιαφέρουν\n", + "tweetsL[5]" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'contributors': None,\n", + " 'coordinates': None,\n", + " 'created_at': 'Wed Feb 12 19:38:27 +0000 2020',\n", + " 'display_text_range': [0, 98],\n", + " 'entities': {'hashtags': [],\n", + " 'symbols': [],\n", + " 'urls': [{'display_url': 'newmoney.gr/roh/palmos-oik…',\n", + " 'expanded_url': 'https://www.newmoney.gr/roh/palmos-oikonomias/texnologia/o-koronoios-akirose-to-pagkosmio-sinedrio-kinitis-technologias/#.XkRULjv_L-g.twitter',\n", + " 'indices': [75, 98],\n", + " 'url': 'https://t.co/ZfhFVmdLDM'}],\n", + " 'user_mentions': []},\n", + " 'favorite_count': 0,\n", + " 'favorited': False,\n", + " 'full_text': 'Ο κορωνοϊός «ακύρωσε» το παγκόσμιο συνέδριο κινητής τεχνολογίας - newmoney https://t.co/ZfhFVmdLDM',\n", + " 'geo': None,\n", + " 'id': 1227678371611660288,\n", + " 'id_str': '1227678371611660288',\n", + " 'in_reply_to_screen_name': None,\n", + " 'in_reply_to_status_id': None,\n", + " 'in_reply_to_status_id_str': None,\n", + " 'in_reply_to_user_id': None,\n", + " 'in_reply_to_user_id_str': None,\n", + " 'is_quote_status': False,\n", + " 'lang': 'el',\n", + " 'place': None,\n", + " 'possibly_sensitive': False,\n", + " 'retweet_count': 0,\n", + " 'retweeted': False,\n", + " 'source': 'Twitter for Android',\n", + " 'truncated': False,\n", + " 'user': {'contributors_enabled': False,\n", + " 'created_at': 'Wed Apr 15 10:47:58 +0000 2009',\n", + " 'default_profile': False,\n", + " 'default_profile_image': False,\n", + " 'description': 'Journalist, editor in chief @newmoneygr and @protothema / Media Consultant for startups, Renewable Sources industry / cryptocurrencies enthusiast',\n", + " 'entities': {'description': {'urls': []}},\n", + " 'favourites_count': 239,\n", + " 'follow_request_sent': False,\n", + " 'followers_count': 365,\n", + " 'following': False,\n", + " 'friends_count': 682,\n", + " 'geo_enabled': False,\n", + " 'has_extended_profile': False,\n", + " 'id': 31381960,\n", + " 'id_str': '31381960',\n", + " 'is_translation_enabled': False,\n", + " 'is_translator': False,\n", + " 'lang': None,\n", + " 'listed_count': 3,\n", + " 'location': 'Athens',\n", + " 'name': 'Olga Balafouti',\n", + " 'notifications': False,\n", + " 'profile_background_color': '000000',\n", + " 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme7/bg.gif',\n", + " 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme7/bg.gif',\n", + " 'profile_background_tile': False,\n", + " 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/31381960/1563820096',\n", + " 'profile_image_url': 'http://pbs.twimg.com/profile_images/1208834240995049473/iBWdl974_normal.jpg',\n", + " 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1208834240995049473/iBWdl974_normal.jpg',\n", + " 'profile_link_color': '618238',\n", + " 'profile_sidebar_border_color': '204207',\n", + " 'profile_sidebar_fill_color': '060A00',\n", + " 'profile_text_color': '485C3A',\n", + " 'profile_use_background_image': True,\n", + " 'protected': False,\n", + " 'screen_name': 'olgablf',\n", + " 'statuses_count': 1766,\n", + " 'time_zone': None,\n", + " 'translator_type': 'none',\n", + " 'url': None,\n", + " 'utc_offset': None,\n", + " 'verified': False}}" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 5 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "HJ2kVwdeO6aN", + "colab_type": "code", + "outputId": "64372f40-7438-4b2f-e4aa-4b79516748ec", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "tweetsL[0]['user']['location']" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'Athens'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 53 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "p4LyZ5mpO6aU", + "colab_type": "code", + "outputId": "ceb9aac1-b6dd-4ec9-e76c-9aa0168fb007", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 55 + } + }, + "source": [ + "tweetsL[0]['user']['description']" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'Journalist, editor in chief @newmoneygr and @protothema / Media Consultant for startups, Renewable Sources industry / cryptocurrencies enthusiast'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 54 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "GJsZewK1O6aY", + "colab_type": "code", + "outputId": "02e61b9b-9a29-4a56-d45e-a1af8f5ab950", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "source": [ + "# Βρίσκω τα tweets με πάνω από 100 χαρακτήρες και που δεν είναι retweets\n", + "for tweet in tweetsL:\n", + " if (len(tweet['full_text']) > 100) & (not tweet['retweeted'] ):\n", + " print(tweet['created_at'], '->', tweet['full_text'], '\\n')" + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Fri Feb 28 09:05:56 +0000 2020 -> Ο χάρτης που δείχνει LIVE τα κρούσματα και τους θανάτους από τον κορωνοϊό #CoronavirusOutbreak https://t.co/s1c4RotElP \n", + "\n", + "Fri Feb 28 09:04:29 +0000 2020 -> Σκηνές πανικού και σήμερα στα ταμπλό - Βυθίζονται ευρωαγορές και ΧΑ - newmoney https://t.co/EiNuFllUNi \n", + "\n", + "Sun Feb 23 21:30:34 +0000 2020 -> RT @Cointelegraph: Simpsons is making a prediction again, this time betting on cryptocurrency as the future of cash https://t.co/4kGo8lzSd4 \n", + "\n", + "Tue Feb 04 09:44:34 +0000 2020 -> RT @Cointelegraph: If Tesla keeps copying Bitcoin from 2017, a price plunge may be next https://t.co/XN8NOc6w7g \n", + "\n", + "Sun Jan 19 18:54:17 +0000 2020 -> RT @RippleXrpie: BOOOOOOOOOOOOOOOOOM!!!!\n", + "\n", + "You Can Soon Spend XRP at Amazon and Major Retailers With New BitPay Integration💥\n", + "\n", + "BitPay co-foun… \n", + "\n", + "Wed Jan 15 14:08:37 +0000 2020 -> RT @Fisher85M: 45% of the world's population uses the internet in 2019! @Fisher85M @UNILADTECH https://t.co/RKnPVZvDha \n", + "\n", + "Sun Jan 12 17:24:14 +0000 2020 -> RT @rajat_shrimal: This #AI infused invisible keyboard analyses your finger movements and converts them into QWERTY keyboard inputs\n", + "\n", + "#Machi… \n", + "\n", + "Sun Jan 12 17:22:58 +0000 2020 -> RT @evankirstel: Personalization through tech @nike! #Technology #Robotics #IoT #5G #innovation @Fabriziobustama #NRF2020 https://t.co/m… \n", + "\n", + "Thu Jan 02 09:51:39 +0000 2020 -> RT @CXplained: “Blockchain is the tech. Bitcoin is merely the first mainstream manifestation of its potential.”\n", + "- Marc Kenigsberg\n", + "#blockcha… \n", + "\n", + "Mon Dec 30 13:37:03 +0000 2019 -> RT @TACHOUHONER: This #robot will carry our #cargo and follow us @gitarobot @enricomolinari \n", + "\n", + "#AI #IoT #ecommerce #cybersec #fintech #cobot… \n", + "\n", + "Mon Dec 30 13:36:42 +0000 2019 -> RT @edmuke: #Rt This company is changing the way we see prostheses #healthtech #eHealth #digitalhealth #Robotics #Artificialintelligence #A… \n", + "\n", + "Mon Dec 23 13:00:50 +0000 2019 -> RT @Paula_Piccard: It Seemed Like a Popular #Chat App. It’s Secretly a #Spy Tool. - The New York Times https://t.co/TFWD3uD1k3 #apps #tech… \n", + "\n", + "Mon Dec 23 13:00:06 +0000 2019 -> RT @jblefevre60: #5G to take surgery to the next level!\n", + "\n", + "#AI #Robotics #HealthTech via @wef \n", + "\n", + "@evankirstel @gvalan @Fisher85M @ipfconline1… \n", + "\n", + "Mon Dec 23 12:59:36 +0000 2019 -> RT @Cointelegraph: Hackers have stolen almost $480,000 worth of NULS tokens, over $131,000 of which are now untraceable https://t.co/ypZKyr… \n", + "\n", + "Mon Dec 23 12:58:48 +0000 2019 -> RT @Cointelegraph: Vays predicts the evaporation of major altcoins as Bitcoin gains https://t.co/WTOjbpHKWL \n", + "\n", + "Thu Dec 12 14:14:41 +0000 2019 -> RT @newmoneygr: «Μην με συγκρίνετε με προηγούμενους προέδρους» κατέληξε η ομιλία της Κριστιν Λαγκάρντ\n", + "\n", + "Προς τους Δημοσιογράφους: «Μην μαντε… \n", + "\n", + "Sat Nov 30 07:38:04 +0000 2019 -> RT @Cointelegraph: A new bill in Germany will enable banks to support the sale and custody of Bitcoin and other cryptocurrencies in 2020. h… \n", + "\n", + "Tue Nov 19 07:34:26 +0000 2019 -> Πώς σώθηκε την τελευταία στιγμή η συναυλία του Bryan Adams στην Αθήνα - newmoney https://t.co/TP6f42FMnw \n", + "\n", + "Mon Nov 18 16:27:16 +0000 2019 -> RT @Cointelegraph: Charts suggest that the price of #Bitcoin ($BTC) has a good chance of a bullish U-turn in the short-term, says market an… \n", + "\n", + "Fri Nov 15 12:02:34 +0000 2019 -> Ανατροπές στο Ιnstagram: Τι αλλάζει για influencers, διαφημιζόμενους - newmoney https://t.co/2tCGdQBYek \n", + "\n", + "Thu Nov 14 12:09:46 +0000 2019 -> Λασκαρίδης, Τσάκος, Παπαδημητρίου και Σαραντίτης μπαίνουν στα Attica - newmoney https://t.co/cRxX2x5KXU \n", + "\n", + "Thu Nov 14 09:51:06 +0000 2019 -> «Insider Game» και για το σπίτι του Τηλέμαχου Λαβίδα στη Νέα Υόρκη - newmoney https://t.co/YwLFVxszMG \n", + "\n", + "Thu Nov 14 07:52:00 +0000 2019 -> RT @Cointelegraph: Online U.K.-based travel company to enable clients to book flights with crypto https://t.co/97S5d9ZH9m \n", + "\n", + "Fri Nov 08 17:09:46 +0000 2019 -> #Ν26: Η ψηφιακή τράπεζα με τις μηδενικές προμήθειες «πατάει γκάζι» στην Ελλάδα - newmoney https://t.co/cE1CW9sPa9 \n", + "\n", + "Thu Nov 07 11:13:16 +0000 2019 -> Έφοδος στα γραφεία ανωτάτων στελεχών των τραπεζών από την Επ. Ανταγωνισμού - newmoney https://t.co/rRE9gRK1uT \n", + "\n", + "Tue Nov 05 17:52:04 +0000 2019 -> Νίκος Παρασκευάς: Ο Έλληνας που προαλείφεται για βασιλιάς της Glencore - newmoney https://t.co/mpzryGVf9F \n", + "\n", + "Wed Oct 30 06:59:59 +0000 2019 -> RT @Cointelegraph: XRP accounts for more than 50% of all crypto transactions in the last 24 hours https://t.co/WOFCCmrFxa \n", + "\n", + "Mon Oct 28 19:06:25 +0000 2019 -> RT @JeroenBartelse: Autonomous driving changes the auto industry as both carmakers and tech companies compete for the future of mobility ht… \n", + "\n", + "Wed Oct 23 17:40:56 +0000 2019 -> Κι άλλο \n", + "Αποκάλυψη: Οι 17 σελίδες του αμερικανικού κατηγορητηρίου κατά Γιώργου Νίκα - newmoney https://t.co/1aP153Jopc \n", + "\n", + "Wed Oct 23 11:46:45 +0000 2019 -> Έχει κι άλλο. \n", + "Νίκας, Λαβίδας, ο VP της Goldman και ένα ζευγάρι στο σκάνδαλο insider trading - newmoney https://t.co/B0feEqMuwm \n", + "\n", + "Wed Oct 23 10:27:02 +0000 2019 -> Αναζητούν τον Γιώργο Νίκα οι αμερικανικές Αρχές - Πάγωσαν τα περιουσιακά στοιχεία - newmoney https://t.co/ixRf4cBdSI \n", + "\n", + "Mon Oct 21 12:05:36 +0000 2019 -> Γιώργος Νίκας: Οι μπίζνες και οι κατηγορίες για οικονομικό σκάνδαλο στη Νέα Υόρκη - newmoney https://t.co/qG0UpUxLXE \n", + "\n", + "Sun Oct 20 21:27:17 +0000 2019 -> RT @chboursin: #3D holographic displays are changing how we view #Advertising >>> @MikeQuindazzi >>> #IoT #Digital #Marketing #UX #UI cc @j… \n", + "\n", + "Tue Oct 15 19:49:09 +0000 2019 -> RT @bigdata_network: I contend that #blockchain technology is going to disrupt many industries, and the #legal profession might just be nex… \n", + "\n", + "Tue Oct 15 19:48:05 +0000 2019 -> RT @qz: Shoppers are buying clothes just for the Instagram pic, and then returning them https://t.co/4KcB4OCZla \n", + "\n", + "Sat Oct 12 08:13:42 +0000 2019 -> RT @Cointelegraph: #CT_index Meet fresh new BTC ETH Price Index provided specially for you by Cointelegraph https://t.co/lwzOurjIyh https:/… \n", + "\n", + "Fri Oct 11 16:40:04 +0000 2019 -> Αποκλειστικό: Ολόκληρη η απόφαση της Κομισιόν για το σχέδιο «Ηρακλής» - newmoney https://t.co/4wyvPjZGgr \n", + "\n", + "Tue Oct 08 09:45:07 +0000 2019 -> Ζεσταίνεται η αγορά - Εμβληματικά κτίρια της Αθήνας αλλάζουν χέρια - #newmoneygr\n", + "@stefaniasouki\n", + "https://t.co/tA5fwU1bSQ \n", + "\n", + "Sun Oct 06 09:07:41 +0000 2019 -> RT @Cointelegraph: Multiple signals suggest that altcoins are at an important support level. It could break bullish if Bitcoin continues to… \n", + "\n", + "Tue Oct 01 12:42:42 +0000 2019 -> RT @HarbRimah: #AI Can Read A Cardiac #MRI In 4 Seconds: Do We Still Need Human Input?\n", + "https://t.co/hTcm33yeqb\n", + "\n", + "#ArtificialIntelligence #MR… \n", + "\n", + "Tue Oct 01 12:42:26 +0000 2019 -> RT @Rhythmtrader: BREAKING: EOS was just fined $24 million by the SEC for an unregistered initial coin offering.\n", + "\n", + "A reminder, they raised $… \n", + "\n", + "Mon Sep 30 15:09:32 +0000 2019 -> Πτώχευση Forever 21: Πόσο κινδυνεύουν και άλλες εταιρείες νεανικής ένδυσης - newmoney https://t.co/J4DkfsYIvj \n", + "\n", + "Thu Sep 26 13:08:27 +0000 2019 -> Συμβαίνουν κι αυτά..\n", + "Κ. Δομαζάκης: Ο αδερφός μου το έσκασε σε καρότσα φορτηγού που μετέφερε χοίρους - newmoney https://t.co/IbwTTurazM \n", + "\n", + "Thu Sep 26 12:19:14 +0000 2019 -> Άκρως επικίνδυνη διαφήμιση για... finger food από γνωστή εταιρεία - #newmoneygr https://t.co/sqg0ckVVHD \n", + "\n", + "Mon Sep 23 16:50:50 +0000 2019 -> RT @stefaniasouki: Ανυπολόγιστο το κόστος στην Ελλάδα από την Thomas Cook - Ζημιά 100 εκατ. μόνο στην Κρήτη - newmoney https://t.co/32GRDIl… \n", + "\n", + "Mon Sep 16 15:11:24 +0000 2019 -> Παπανικόλας (CEO Γέφυρα Α.Ε): Ετσι λειτουργεί το σύγχρονο τεχνικό μνημείο της Ελλάδας - newmoney https://t.co/ga8mn3udXk \n", + "\n", + "Wed Sep 04 19:22:33 +0000 2019 -> RT @Cointelegraph: Mastercard has joined blockchain software firm R3’s Marco Polo network for trade finance https://t.co/dzr7f12s3g \n", + "\n", + "Fri Aug 23 09:00:35 +0000 2019 -> Σπέτσες: Το master plan για το λιμάνι και τα σχέδια για θαλάσσιο τουρισμό - newmoney https://t.co/UgIMQXBSSs \n", + "\n", + "Thu Aug 22 11:58:20 +0000 2019 -> Γιατί ένας εμπορικός πόλεμος ΗΠΑ-ΕΕ θα είναι χειρότερος από ό,τι με την Κίνα - newmoney https://t.co/PrhAFXKtWc \n", + "\n", + "Mon Aug 19 09:41:24 +0000 2019 -> Έπρεπε να γυρίσω γραφείο για να ανέβει...\n", + "XA: Αντίδραση και επαναφορά με κέρδη άνω του 3% - newmoney https://t.co/hBcbtyuLuO \n", + "\n", + "Sat Aug 17 22:27:38 +0000 2019 -> RT @qz: The closer two friends are, the more similar their neural responses are. https://t.co/RlCtPQ7pJF \n", + "\n", + "Mon Aug 05 10:31:55 +0000 2019 -> RT @stefaniasouki: Με τιμή στα €2,5 εκατ. οι βίλες στο Killada Hills στο Πόρτο Χέλι - newmoney https://t.co/BlurHz0sRs \n", + "\n", + "Sat Aug 03 08:36:52 +0000 2019 -> Ποια είναι η «άγνωστη» Κρυσταλίνα Γκεοργκίεβα, που θα ηγηθεί του ΔΝΤ - newmoney https://t.co/7TZb9ZZeBJ \n", + "\n", + "Thu Aug 01 14:23:52 +0000 2019 -> RT @qz: When we're bored, we're more likely to seek out inspired solutions to everyday problems. https://t.co/4tOSu7tQhb \n", + "\n", + "Wed Jul 31 19:42:39 +0000 2019 -> ΗΠΑ: Σε 2% από 2,25% μειώνει η Fed το επιτόκιο αναφοράς μετά από 11 χρόνια - newmoney https://t.co/6surbd9ca2 \n", + "\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "bN3aRtVIO6ae", + "colab_type": "code", + "colab": {} + }, + "source": [ + "for tweet in tweetsL:\n", + " if ( tweet['retweeted'] ):\n", + " print(\"$\",tweet['retweeted'],\"$\", ' ', tweet['created_at'], '->', tweet['full_text'], '\\n')" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "uB_3DARlO6aj", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "VBMq_jWaO6am", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "awtPU5zrO6as", + "colab_type": "code", + "outputId": "33cc6246-0318-4c2d-831b-f240ff079024", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 664 + } + }, + "source": [ + "# Count could be less than 200, see:\n", + "# https://dev.twitter.com/discussions/7513\n", + "\n", + "# Βρίσκω ΟΛΑ τα tweets ενός πολιτικού....\n", + "\n", + "tweetsL = []\n", + "try:\n", + " user_timeline = twitter.get_user_timeline(screen_name='adonisgeorgiadi',count=100, tweet_mode = 'extended' )\n", + "except TwythonError as e:\n", + " print(\"Error getting tweets:\", e)\n", + "print(\"I Got:\", len(user_timeline), \" tweets\")\n", + "for tweet in user_timeline:\n", + " # Add whatever you want from the tweet, here we just add the text\n", + " tweetsL.append(tweet)\n", + " \n", + "while len(user_timeline) != 0: \n", + " try:\n", + " user_timeline = twitter.get_user_timeline(screen_name='atsipras',count=100,\n", + " tweet_mode = 'extended', max_id=user_timeline[len(user_timeline)-1]['id']-1)\n", + " except TwythonError as e:\n", + " print(\"Error getting tweets:\", e)\n", + " if len(user_timeline) > 0:\n", + " print(\"I Got:\", len(user_timeline), \" tweets more... Last ID:\", user_timeline[len(user_timeline)-1]['id']-1)\n", + " for tweet in user_timeline:\n", + " # Add whatever you want from the tweet, here we just add the text\n", + " tweetsL.append(tweet)\n", + "# Number of tweets the user has made\n", + "print(\"I got :\", len(tweetsL), \" in total!!!\")" + ], + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "text": [ + "I Got: 100 tweets\n", + "I Got: 100 tweets more... Last ID: 1228666817486430207\n", + "I Got: 100 tweets more... Last ID: 1221765193383993345\n", + "I Got: 100 tweets more... Last ID: 1205452291198930943\n", + "I Got: 100 tweets more... Last ID: 1201200175978561535\n", + "I Got: 100 tweets more... Last ID: 1192548839363948546\n", + "I Got: 100 tweets more... Last ID: 1182626584844558336\n", + "I Got: 100 tweets more... Last ID: 1172960777973772290\n", + "I Got: 100 tweets more... Last ID: 1153353463037923328\n", + "I Got: 100 tweets more... Last ID: 1146810906115858433\n", + "I Got: 100 tweets more... Last ID: 1143949448109862912\n", + "I Got: 100 tweets more... Last ID: 1138174185639940096\n", + "I Got: 100 tweets more... Last ID: 1130538433779306495\n", + "I Got: 100 tweets more... Last ID: 1125450490324619268\n", + "I Got: 100 tweets more... Last ID: 1114514063780978687\n", + "I Got: 100 tweets more... Last ID: 1084518826669207552\n", + "I Got: 100 tweets more... Last ID: 1061270880909750276\n", + "I Got: 100 tweets more... Last ID: 1014807310693216255\n", + "I Got: 100 tweets more... Last ID: 966441252731473919\n", + "I Got: 100 tweets more... Last ID: 932667520674336768\n", + "I Got: 100 tweets more... Last ID: 892396650093740031\n", + "I Got: 100 tweets more... Last ID: 860443798438019071\n", + "I Got: 100 tweets more... Last ID: 842663134628397055\n", + "I Got: 100 tweets more... Last ID: 829968666682855423\n", + "I Got: 100 tweets more... Last ID: 807664732438200321\n", + "I Got: 100 tweets more... Last ID: 787715919439073281\n", + "I Got: 100 tweets more... Last ID: 785469424476250111\n", + "I Got: 100 tweets more... Last ID: 774689233109938176\n", + "I Got: 100 tweets more... Last ID: 753695894936190975\n", + "I Got: 100 tweets more... Last ID: 738380364712906753\n", + "I Got: 100 tweets more... Last ID: 729633764574384127\n", + "I Got: 100 tweets more... Last ID: 728571321773379583\n", + "I Got: 100 tweets more... Last ID: 714950470389907455\n", + "I Got: 21 tweets more... Last ID: 714869634902671359\n", + "I got : 3321 in total!!!\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "urVA-n9aO6aw", + "colab_type": "code", + "outputId": "f05faca1-9bc3-4b06-a63c-dca6fa9b595e", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "# Πόσα tweets πήρα συνολικά?\n", + "len(tweetsL)" + ], + "execution_count": 8, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "3321" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 8 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "lTXU3Lt_O6a3", + "colab_type": "code", + "outputId": "62c5c6a8-46ac-419a-c004-a135cf3c661a", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "source": [ + "tweetsL[0]" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'contributors': None,\n", + " 'coordinates': None,\n", + " 'created_at': 'Tue Mar 17 16:59:50 +0000 2020',\n", + " 'display_text_range': [0, 139],\n", + " 'entities': {'hashtags': [],\n", + " 'symbols': [],\n", + " 'urls': [],\n", + " 'user_mentions': [{'id': 104298598,\n", + " 'id_str': '104298598',\n", + " 'indices': [3, 19],\n", + " 'name': 'Prime Minister GR',\n", + " 'screen_name': 'PrimeministerGR'}]},\n", + " 'favorite_count': 0,\n", + " 'favorited': False,\n", + " 'full_text': 'RT @PrimeministerGR: Αποφασίστηκε στο Eurogroup ότι για φέτος δεν υφίσταται ο στόχος του 3,5% πλεονάσματος. Οι δαπάνες για την υγειονομική…',\n", + " 'geo': None,\n", + " 'id': 1239959640189759489,\n", + " 'id_str': '1239959640189759489',\n", + " 'in_reply_to_screen_name': None,\n", + " 'in_reply_to_status_id': None,\n", + " 'in_reply_to_status_id_str': None,\n", + " 'in_reply_to_user_id': None,\n", + " 'in_reply_to_user_id_str': None,\n", + " 'is_quote_status': False,\n", + " 'lang': 'el',\n", + " 'place': None,\n", + " 'retweet_count': 105,\n", + " 'retweeted': False,\n", + " 'retweeted_status': {'contributors': None,\n", + " 'coordinates': None,\n", + " 'created_at': 'Tue Mar 17 15:24:37 +0000 2020',\n", + " 'display_text_range': [0, 277],\n", + " 'entities': {'hashtags': [], 'symbols': [], 'urls': [], 'user_mentions': []},\n", + " 'favorite_count': 502,\n", + " 'favorited': False,\n", + " 'full_text': 'Αποφασίστηκε στο Eurogroup ότι για φέτος δεν υφίσταται ο στόχος του 3,5% πλεονάσματος. Οι δαπάνες για την υγειονομική αλλά και τη μεταναστευτική κρίση δεν θα υπολογίζονται στον προϋπολογισμό. Όπως και οι έκτακτες δαπάνες για άνεργους, οικονομικά αδύναμους και προνοιακές δομές.',\n", + " 'geo': None,\n", + " 'id': 1239935679880142848,\n", + " 'id_str': '1239935679880142848',\n", + " 'in_reply_to_screen_name': None,\n", + " 'in_reply_to_status_id': None,\n", + " 'in_reply_to_status_id_str': None,\n", + " 'in_reply_to_user_id': None,\n", + " 'in_reply_to_user_id_str': None,\n", + " 'is_quote_status': False,\n", + " 'lang': 'el',\n", + " 'place': None,\n", + " 'retweet_count': 105,\n", + " 'retweeted': False,\n", + " 'source': 'Twitter Web App',\n", + " 'truncated': False,\n", + " 'user': {'contributors_enabled': False,\n", + " 'created_at': 'Tue Jan 12 22:54:34 +0000 2010',\n", + " 'default_profile': False,\n", + " 'default_profile_image': False,\n", + " 'description': 'Σελίδα του Πρωθυπουργού της Ελληνικής Δημοκρατίας | The Prime Minister of the Hellenic Republic',\n", + " 'entities': {'description': {'urls': []},\n", + " 'url': {'urls': [{'display_url': 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'default_profile_image': False,\n", + " 'description': 'Υπουργός Ανάπτυξης και Επενδύσεων ΑΝΤΙΠΡΟΕΔΡΟΣ της ΝΔ FB: https://t.co/AW4o08qslp Youtube: https://t.co/kAXwGJEl7f',\n", + " 'entities': {'description': {'urls': [{'display_url': 'facebook.com/adonisgeorgiadi',\n", + " 'expanded_url': 'http://facebook.com/adonisgeorgiadi',\n", + " 'indices': [58, 81],\n", + " 'url': 'https://t.co/AW4o08qslp'},\n", + " {'display_url': 'youtube.com/channel/UC7tu6…',\n", + " 'expanded_url': 'https://www.youtube.com/channel/UC7tu6vwXZBUJXZ-Ly5tkKVw',\n", + " 'indices': [91, 114],\n", + " 'url': 'https://t.co/kAXwGJEl7f'}]},\n", + " 'url': {'urls': [{'display_url': 'adonisgeorgiadis.gr',\n", + " 'expanded_url': 'http://www.adonisgeorgiadis.gr',\n", + " 'indices': [0, 23],\n", + " 'url': 'https://t.co/q0eIPdaZur'}]}},\n", + " 'favourites_count': 14308,\n", + " 'follow_request_sent': False,\n", + " 'followers_count': 231933,\n", + " 'following': False,\n", + " 'friends_count': 3882,\n", + " 'geo_enabled': True,\n", + " 'has_extended_profile': True,\n", + " 'id': 70340615,\n", + " 'id_str': '70340615',\n", + " 'is_translation_enabled': False,\n", + " 'is_translator': False,\n", + " 'lang': None,\n", + " 'listed_count': 987,\n", + " 'location': 'Greece',\n", + " 'name': 'Άδωνις Γεωργιάδης',\n", + " 'notifications': False,\n", + " 'profile_background_color': 'C0DEED',\n", + " 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',\n", + " 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',\n", + " 'profile_background_tile': False,\n", + " 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/70340615/1541751172',\n", + " 'profile_image_url': 'http://pbs.twimg.com/profile_images/1150256695618265090/s1_oafOK_normal.jpg',\n", + " 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1150256695618265090/s1_oafOK_normal.jpg',\n", + " 'profile_link_color': '0084B4',\n", + " 'profile_sidebar_border_color': 'C0DEED',\n", + " 'profile_sidebar_fill_color': 'DDEEF6',\n", + " 'profile_text_color': '333333',\n", + " 'profile_use_background_image': True,\n", + " 'protected': False,\n", + " 'screen_name': 'AdonisGeorgiadi',\n", + " 'statuses_count': 134338,\n", + " 'time_zone': None,\n", + " 'translator_type': 'none',\n", + " 'url': 'https://t.co/q0eIPdaZur',\n", + " 'utc_offset': None,\n", + " 'verified': True}}" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 62 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "INnro-a-O6bg", + "colab_type": "code", + "outputId": "f08ee451-28b3-4bde-94d9-0d3082ed54e3", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "tweetsL[0]['user']['location']" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'Greece'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 63 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "bsoPiQg5O6bl", + "colab_type": "code", + "outputId": "04cde703-f02c-47db-b07d-7b9cd1787353", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "source": [ + "tweetsL[0]" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "{'contributors': None,\n", + " 'coordinates': None,\n", + " 'created_at': 'Tue Mar 17 16:59:50 +0000 2020',\n", + " 'display_text_range': [0, 139],\n", + " 'entities': {'hashtags': [],\n", + " 'symbols': [],\n", + " 'urls': [],\n", + " 'user_mentions': [{'id': 104298598,\n", + " 'id_str': '104298598',\n", + " 'indices': [3, 19],\n", + " 'name': 'Prime Minister GR',\n", + " 'screen_name': 'PrimeministerGR'}]},\n", + " 'favorite_count': 0,\n", + " 'favorited': False,\n", + " 'full_text': 'RT @PrimeministerGR: Αποφασίστηκε στο Eurogroup ότι για φέτος δεν υφίσταται ο στόχος του 3,5% πλεονάσματος. Οι δαπάνες για την υγειονομική…',\n", + " 'geo': None,\n", + " 'id': 1239959640189759489,\n", + " 'id_str': '1239959640189759489',\n", + " 'in_reply_to_screen_name': None,\n", + " 'in_reply_to_status_id': None,\n", + " 'in_reply_to_status_id_str': None,\n", + " 'in_reply_to_user_id': None,\n", + " 'in_reply_to_user_id_str': None,\n", + " 'is_quote_status': False,\n", + " 'lang': 'el',\n", + " 'place': None,\n", + " 'retweet_count': 105,\n", + " 'retweeted': False,\n", + " 'retweeted_status': {'contributors': None,\n", + " 'coordinates': None,\n", + " 'created_at': 'Tue Mar 17 15:24:37 +0000 2020',\n", + " 'display_text_range': [0, 277],\n", + " 'entities': {'hashtags': [], 'symbols': [], 'urls': [], 'user_mentions': []},\n", + " 'favorite_count': 502,\n", + " 'favorited': False,\n", + " 'full_text': 'Αποφασίστηκε στο Eurogroup ότι για φέτος δεν υφίσταται ο στόχος του 3,5% πλεονάσματος. Οι δαπάνες για την υγειονομική αλλά και τη μεταναστευτική κρίση δεν θα υπολογίζονται στον προϋπολογισμό. Όπως και οι έκτακτες δαπάνες για άνεργους, οικονομικά αδύναμους και προνοιακές δομές.',\n", + " 'geo': None,\n", + " 'id': 1239935679880142848,\n", + " 'id_str': '1239935679880142848',\n", + " 'in_reply_to_screen_name': None,\n", + " 'in_reply_to_status_id': None,\n", + " 'in_reply_to_status_id_str': None,\n", + " 'in_reply_to_user_id': None,\n", + " 'in_reply_to_user_id_str': None,\n", + " 'is_quote_status': False,\n", + " 'lang': 'el',\n", + " 'place': None,\n", + " 'retweet_count': 105,\n", + " 'retweeted': False,\n", + " 'source': 'Twitter Web App',\n", + " 'truncated': False,\n", + " 'user': {'contributors_enabled': False,\n", + " 'created_at': 'Tue Jan 12 22:54:34 +0000 2010',\n", + " 'default_profile': False,\n", + " 'default_profile_image': False,\n", + " 'description': 'Σελίδα του Πρωθυπουργού της Ελληνικής Δημοκρατίας | The Prime Minister of the Hellenic Republic',\n", + " 'entities': {'description': {'urls': []},\n", + " 'url': {'urls': [{'display_url': 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'default_profile_image': False,\n", + " 'description': 'Υπουργός Ανάπτυξης και Επενδύσεων ΑΝΤΙΠΡΟΕΔΡΟΣ της ΝΔ FB: https://t.co/AW4o08qslp Youtube: https://t.co/kAXwGJEl7f',\n", + " 'entities': {'description': {'urls': [{'display_url': 'facebook.com/adonisgeorgiadi',\n", + " 'expanded_url': 'http://facebook.com/adonisgeorgiadi',\n", + " 'indices': [58, 81],\n", + " 'url': 'https://t.co/AW4o08qslp'},\n", + " {'display_url': 'youtube.com/channel/UC7tu6…',\n", + " 'expanded_url': 'https://www.youtube.com/channel/UC7tu6vwXZBUJXZ-Ly5tkKVw',\n", + " 'indices': [91, 114],\n", + " 'url': 'https://t.co/kAXwGJEl7f'}]},\n", + " 'url': {'urls': [{'display_url': 'adonisgeorgiadis.gr',\n", + " 'expanded_url': 'http://www.adonisgeorgiadis.gr',\n", + " 'indices': [0, 23],\n", + " 'url': 'https://t.co/q0eIPdaZur'}]}},\n", + " 'favourites_count': 14308,\n", + " 'follow_request_sent': False,\n", + " 'followers_count': 231933,\n", + " 'following': False,\n", + " 'friends_count': 3882,\n", + " 'geo_enabled': True,\n", + " 'has_extended_profile': True,\n", + " 'id': 70340615,\n", + " 'id_str': '70340615',\n", + " 'is_translation_enabled': False,\n", + " 'is_translator': False,\n", + " 'lang': None,\n", + " 'listed_count': 987,\n", + " 'location': 'Greece',\n", + " 'name': 'Άδωνις Γεωργιάδης',\n", + " 'notifications': False,\n", + " 'profile_background_color': 'C0DEED',\n", + " 'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',\n", + " 'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',\n", + " 'profile_background_tile': False,\n", + " 'profile_banner_url': 'https://pbs.twimg.com/profile_banners/70340615/1541751172',\n", + " 'profile_image_url': 'http://pbs.twimg.com/profile_images/1150256695618265090/s1_oafOK_normal.jpg',\n", + " 'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1150256695618265090/s1_oafOK_normal.jpg',\n", + " 'profile_link_color': '0084B4',\n", + " 'profile_sidebar_border_color': 'C0DEED',\n", + " 'profile_sidebar_fill_color': 'DDEEF6',\n", + " 'profile_text_color': '333333',\n", + " 'profile_use_background_image': True,\n", + " 'protected': False,\n", + " 'screen_name': 'AdonisGeorgiadi',\n", + " 'statuses_count': 134338,\n", + " 'time_zone': None,\n", + " 'translator_type': 'none',\n", + " 'url': 'https://t.co/q0eIPdaZur',\n", + " 'utc_offset': None,\n", + " 'verified': True}}" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 64 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "9cT-0gPJO6bq", + "colab_type": "code", + "outputId": "3e5d65b1-5b02-4a25-d97e-110a1a29064c", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + } + }, + "source": [ + "# Τυπώνω τα tweets με μεγάλο περιεχόμενο\n", + "for tweet in tweetsL:\n", + " if (len(tweet['full_text'])) > 310:\n", + " print(tweet['full_text'], '\\n')" + ], + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "text": [ + "@AllazoToNero @G_Karayannis @gidolaos Όχι κύριε αυτό έχει να κάνει με την διαχείριση. Το να λάβει την απόφαση που πρέπει η ίδια η Εκκλησία είναι το σωστό και όχι εικόνες ματ μπροστά στους ναούς. Αν δεν το καταλαβαίνετε λυπούμαι για σας! Και όπως είπα έχει εμπιστοσύνη ότι η Εκκλησία θα λάβει την απόφαση που πρέπει. \n", + "\n", + "Είμαστε περήφανοι που η κυβέρνηση του #ΣΥΡΙΖΑ κατάφερε να αφήσει ένα ουσιαστικό αποτύπωμα για την Ήπειρο & την Άρτα. Ήταν άλλωστε προτεραιότητά μας να αντιμετωπίσουμε τις ανισότητες τόσο στο κοινωνικό όσο & στο γεωγραφικό πεδίο. Ομιλία στην #Άρτα. https://t.co/q0BINyp8y6 #iSYRIZA https://t.co/GEuX0QFqrX \n", + "\n", + "Είχα την τιμή να τον γνωρίσω από κοντά & τη χαρά ένα σπουδαίο του έργο, η «Αντίθεση», να με συντροφεύει για 4,5 χρόνια, σε όμορφες & δύσκολες στιγμές στο γραφείο του Πρωθυπουργού, δίνοντας λίγο χρώμα στο γκρίζο του Μεγάρου Μαξίμου. Θερμά συλλυπητήρια στους κοντινούς του ανθρώπους https://t.co/k8qrpS4rvz \n", + "\n", + "Ο #ΣΥΡΙΖΑ κατάφερε να εκφράσει την επιθυμία & την ελπίδα του λαού μας να βγει η χώρα από το φαύλο κύκλο της κρίσης και της διαφθοράς. Το κατάφερε λαμβάνοντας ένα δάνειο εμπιστοσύνης. Σήμερα, το δάνειο του 2015, έχει μετατραπεί σε επένδυση εμπιστοσύνης & σε εντολή μετασχηματισμού. https://t.co/UbQzQu941R \n", + "\n", + "Ο #ΣΥΡΙΖΑ είναι αποτέλεσμα της πολυχρωμίας των δυνάμεων που τον δημιούργησαν & τον κατέστησαν από την αρχή ένα κόμμα της ριζοσπαστικής Αριστεράς σε διαρκή κίνηση. Η προσπάθεια διαλεκτικής σχέσης με την πραγματικότητα που αλλάζει, παραμένει & σήμερα ένα βασικό του χαρακτηριστικό. https://t.co/rXLm0TpDTt \n", + "\n", + "Πάρτε τον #ΣΥΡΙΖΑ στα χέρια σας:\n", + "Για μια κοινωνία χωρίς αποκλεισμένους & αόρατους ανθρώπους.\n", + "Για μια κοινωνία που θα χωράει τα όνειρα & τις ανάγκες της κοινωνικής πλειοψηφίας.\n", + "Για μια Ελλάδα της ισότητας & της αλληλεγγύης.\n", + "Για μια Ελλάδα της δημοκρατίας & της ελευθερίας. https://t.co/LotDUM5jAC \n", + "\n", + "Τα 37 δισ. ευρώ, που η ΝΔ θέλει να δώσει στις τράπεζες, δεν είναι απλά ένα απόθεμα ρευστότητας, αλλά ένα απόθεμα κυριαρχίας, αξιοπρέπειας & προοπτικής για τον ελληνικό λαό. Αυτό το απόθεμα είναι που μας δίνει τη δυνατότητα να έχουμε χαμηλά επιτοκία & ένα καθαρό διάδρομο 15ετίας. https://t.co/BQ5I7AwElW \n", + "\n", + "Πίσω από τα συνθήματα της ΝΔ και του κ. Μητσοτάκη, κρύβεται η αλήθεια: Λένε «λιγότεροι φόροι» αλλά εννοούν λιγότερο κοινωνικό κράτος, κατάργηση των επιδομάτων κοινωνικής στήριξης, διάλυση & ιδιωτικοποίηση του δημόσιου συστήματος ασφάλισης & του ΕΣΥ.\n", + "#ΤωραΣΥΡΙΖΑ #ΣΥΡΙΖΑ #Ηρακλειο https://t.co/uhHiBK96c5 \n", + "\n", + "Η Ελλάδα έχει την ιστορική ευκαιρία για μια 10ετία ανάπτυξης, δικαιοσύνης & προοπτικής. Χωρίς μνημόνια, με υγιή δημόσια οικονομικά, με τεράστιες παραγωγικές δυνατότητες, με ένα λαό εργατικό, με μια νέα γενιά με γνώση & δημιουργικότητα όσο καμία άλλη στην ιστορία της πατρίδας μας. https://t.co/ydWtmdOxtS \n", + "\n", + "Θέλουμε μια χώρα που πρωταγωνιστεί στα μεγάλα διεθνή projects στην ενέργεια, στο εμπόριο, τη ναυτιλία, τον τουρισμό, τον πολιτισμό. Που δίνει το παράδειγμα της υπεράσπισης των πανανθρώπινων αξιών με τη στάση της στο προσφυγικό & ενισχύει το ρόλο της στα Βαλκάνια & τη ΝΑ Μεσόγειο. https://t.co/5bArndg8v4 \n", + "\n", + "Εδώ και 4 χρόνια η κυβέρνηση δεν βρήκε ούτε μια μέρα ησυχίας. Πιέσεις & εκβιασμοί στο εξωτερικό, υπονόμευση στο εσωτερικό. Κανείς δεν μπορεί να μας κατηγορήσει ότι συμβιβαστήκαμε & γίναμε σαν τους άλλους ή ότι υπήρξε έστω ένας Υπουργός που έβαλε το χέρι του στο μέλι της εξουσίας. https://t.co/OyzelU6eTX \n", + "\n", + "Δώσαμε όλο μας το βάρος για να βγούμε από τα μνημόνια & αφήσαμε πίσω κρίσιμα θέματα που αφορούν στην καθημερινότητα του πολίτη. Θέλω, με το χέρι στην καρδιά, να πω σε όλες & όλους που απείχαν στις ευρωεκλογές ή στήριξαν άλλα κόμματα για να μας δώσουν ένα μήνυμα, ότι έχουν δίκιο. https://t.co/n8sLhXGd58 \n", + "\n", + "Με την ιστορική Συμφωνία των Πρεσπών, που αποκαθιστά την ιστορία μας, η Ελλάδα γίνεται ο φάρος της φιλίας & της ενότητας των λαών στα Βαλκάνια. Βάζει τέλος στον αλυτρωτισμό & τον εθνικισμό, φέρνει κοντά δυο λαούς που δεν έχουν τίποτα να χωρίσουν.#Φλωρινα #ΤωραΣΥΡΙΖΑ #Εκλογες_2019 https://t.co/j1Sp3S2rmd \n", + "\n", + "Θέλουμε και έχουμε σχέδιο για μια Ελλάδα που παρέχει ασφάλεια σε κάθε πολίτη, με καθολική πρόσβαση όλων σε καλά δημόσια νοσοκομεία, με ποιοτικές υπηρεσίες υγείας. Με καλά σχολεία & Πανεπιστήμια, με ισχυρή κοινωνική αλληλεγγύη, με ένα δίκαιο & βιώσιμο ασφαλιστικό. #ΣΥΡΙΖΑ #Φλωρινα https://t.co/ujN1yhOPZL \n", + "\n", + "Σαν σήμερα πριν από 23 χρόνια έφυγε από τη ζωή ο Ανδρέας Παπανδρέου. Η Αριστερά είχε πάντα μια σχέση αγάπης & μίσους μαζί του. Η ιστορία έχει ήδη αποτιμήσει τους λόγους. Η αλήθεια πάντως είναι ότι κατάφερε να συσπειρώσει τη μεγάλη πλειοψηφία του δημοκρατικού & προοδευτικού κόσμου https://t.co/pIsUKkPulp \n", + "\n", + "Ο ελληνικός λαός διαχειρίστηκε με γενναιότητα & μεγαλοψυχία τη μεγαλύτερη μετακίνηση ανθρώπινου πληθυσμού στην Ευρώπη μετά το Β’ Παγκόσμιο Πόλεμο. Απέναντι στο ρατσισμό & το μίσος παρέταξε τον ανθρωπισμό και τη φιλοξενία. Αξίες ελληνικές. #WorldRefugeeDay https://t.co/bVGQsbpLwB https://t.co/ww1dnYDd2Z \n", + "\n", + "Η ΝΔ θέλει να μειώσει τον συντελεστή φορολογίας επιχειρήσεων από το 29% στο 20% & να παρέμβει στα μερίσματα των μετόχων επιχειρήσεων. Αυτό είναι 1,5 δισ. ευρώ λιγότερα χρήματα στα δημόσια ταμεία, τα οποία σκοπεύει να αναπληρώσει από τη μείωση δαπανών σε Υγεία, Παιδεία & επιδόματα https://t.co/V9kWm0C2iv \n", + "\n", + "Το σχέδιό μας δεν διαπνέεται μόνο από μέτρα & στόχους αλλά και από ένα όραμα για την Ελλάδα του αύριο. Μια Ελλάδα ισχυρή, πυλώνα αξιών & σταθερότητας.Μια Ελλάδα σύγχρονη ευρωπαϊκή χώρα.\n", + "Τώρα αποφασίζουμε για τη ζωή μας & για το μέλλον μας & θα αποφασίσουμε να προχωρήσουμε μπροστά https://t.co/vK4XHlYVwM \n", + "\n", + "Αυτοί που παρέδωσαν 15% έλλειμμα & άδεια ταμεία, που μας οδήγησαν στα μνημόνια, παρέδωσαν το έθνος έρμαιο κάθε εκβιασμού, έστειλαν τους Έλληνες στην ανεργία & τα νιάτα της χώρας στο εξωτερικό μας σερβίρουν το ίδιο ξαναζεσταμένο φαγητό. Λένε ότι το πρόγραμμα αυτό είναι μονόδρομος https://t.co/JtNjssWqq5 \n", + "\n", + "Απευθύνομαι σε όλα τα κόμματα & στον πρόεδρο της αξιωματικής αντιπολίτευσης και τον καλώ να έρθει στη Βουλή να ψηφίσει τόσο για τους νέους Ποινικούς Κώδικες όσο & την κατάργηση της μείωσης του αφορολόγητου που θα έρθει προς ψήφιση την τελευταία ημέρα πριν το κλείσιμο της Βουλής. https://t.co/HwC5k5UaUw \n", + "\n", + "Απευθύνουμε προσκλητήριο σε όλους τους προοδευτικούς πολίτες, τόσο για τη μάχη των εθνικών εκλογών όσο & για το β' γύρο των Δημοτικών & Περιφερειακών. Σε κάθε πόλη, σε κάθε περιφέρεια να δώσουμε το μήνυμα ότι η παράταξη της προόδου, της δημοκρατίας, της αλληλεγγύης είναι παρούσα. https://t.co/ncnoXr7OfN \n", + "\n", + "Απευθύνομαι στους εργαζόμενους & στις εργαζόμενες: Τη Κυριακή στο ψηφοδέλτιο είναι η αύξηση του μισθού σας. Οι συλλογικές διαπραγματεύσεις.Το 8ωρο & τα δικαιώματά σας. Απευθύνομαι στους συνταξιούχους. Τη Κυριακή στο ψηφοδέλτιο είναι η 13η σύνταξη & η ενίσχυση του εισοδήματός σας. https://t.co/07DbJHfkWn \n", + "\n", + "Προχωρήσαμε με σχέδιο στη θέσπιση του επιδόματος ενοικίου για 240.000 οικογένειες που στηρίζει τους αδύναμους & δίνει τη δυνατότητα σε νέα ζευγάρια να ανοίξουν δικό τους σπιτικό. Προχωρήσαμε στη μείωση των ασφαλιστικών εισφορών για ελεύθερους επαγγελματίες & μικρομεσαίους στο 13% https://t.co/atqESB5cJ1 \n", + "\n", + "Την Κυριακή, ο ελληνικός λαός χρειάζεται να εγκρίνει τα θετικά μέτρα: 13η σύνταξη, μείωση φορολογίας για εμπόρους & καταστηματάρχες, περαιτέρω ελάφρυνση βαρών για τους αγρότες, μείωση του κόστους ηλεκτρισμού & θέρμανσης για όλους, δουλειές με αξιοπρέπεια για τη νεολαία. #Αγρίνιο https://t.co/2opj2nahV1 \n", + "\n", + "Το ψηφοδέλτιο της ΝΔ είναι εντολή ακύρωσης όσων καταφέραμε. Είναι το ψηφοδέλτιο του Βέμπερ, του ΔΝΤ & της ολιγαρχίας. Η Ελλάδα των πολλών έρχεται να σαρώσει το ψέμα, το διχασμό και την προπαγάνδα. Το ψηφοδέλτιο του ΣΥΡΙΖΑ είναι το εισιτήριο για ένα μέλλον προκοπής & αισιοδοξίας. https://t.co/LPdpS7aSK3 \n", + "\n", + "Η διαφορετικότητα δεν είναι απειλή. Είναι πλούτος για τις κοινωνίες. Θέλουμε να ζήσουμε μαζί χωρίς τις διακρίσεις, το φόβο & το μίσος. Η απάντησή μας είναι η διεκδίκηση και οι αγώνες για την ισότητα & τη διεύρυνση των δικαιωμάτων. #IDAHOTB2019 #IDAHOT2019 https://t.co/OAAP8XUGQR https://t.co/Y2VC5emKWa \n", + "\n", + "Ο ψυκτικός & ο γιατρός από το Περιστέρι. \n", + "Η φοιτήτρια & ο συνταξιούχος από το Αιγάλεω. \n", + "Ο εργάτης & ο δικηγόρος από το Καματερό. \n", + "Η πωλήτρια & η καθηγήτρια από τα Λιόσια. \n", + "Ο καταστηματάρχης & ο δασκάλος από την Πετρούπολη. \n", + "Αυτοί είναι ο κόσμος μας. Είναι ο κόσμος των πολλών. https://t.co/Tn5AMd053n \n", + "\n", + "Βάλαμε μαζί τις βάσεις ώστε να απελευθερωθεί η συλλογική δύναμη του λαού και της πατρίδας μας. Το συμβόλαιο με τον ελληνικό λαό είναι και πάλι στο τραπέζι. Για εντολή ισχυρή, καθαρή & αδιαπραγμάτευτη και στις ευρωεκλογές & στις εθνικές εκλογές. Να χτίσουμε την Ελλάδα των πολλών. https://t.co/R8arTTd2Jk \n", + "\n", + "Το 2015 παραλάβαμε ένα κράτος διαλυμένο, μια κοινωνία κατακερματισμένη & σε απόγνωση, με άδεια ταμεία & ελλείμματα. Σηκώσαμε με τη βοήθεια του λαού μας ανάστημα στην Ευρώπη. Αγωνιστήκαμε και πετύχαμε να βγει η Ελλάδα από τα μνημόνια, πασχίζοντας να μείνει η κοινωνία όρθια. #Βουλή https://t.co/6DMd7hzPVt \n", + "\n", + "Σήμερα συναντιούνται δημοκρατικοί & προοδευτικοί πολίτες από τη τιμημένη γενιά της αντίστασης, τη μεγάλη παράδοση του ΕΑΜ. Τη γενιά του 114 & του Πολυτεχνείου. Τον δημοκρατικό κόσμο της μεταπολίτευσης. Τη νεολαία των αγώνων στην Ελλάδα της κρίσης & των μνημονίων #ΕνώνουμεΔυνάμεις https://t.co/7P3u2kAoqG \n", + "\n", + "Είναι φρονώ ιστορικό μας καθήκον, όλων των προοδευτικών κυβερνήσεων και πολιτικών δυνάμεων σε παγκόσμιο επίπεδο, να εργαστούμε για να σταματήσουμε την οικονομική & κοινωνική καταστροφή του νεοφιλελευθερισμού, για να βγουν οι λαοί από τη κρίση με αλληλεγγύη & κοινωνική δικαιοσύνη. https://t.co/SUiaTniKy6 \n", + "\n", + "Το μεγάλο στοίχημα για τις προοδευτικές, φιλοευρωπαϊκές δυνάμεις, την Ευρωπαϊκή Αριστερά, τους Ευρωπαίους Πράσινους & τις δυνάμεις των Σοσιαλιστών, είναι να προχωρήσουμε από κοινού, ως ο πόλος εκείνος που θα αναχαιτίσει το νεοφιλελευθερισμό & την επικίνδυνη άνοδο της ακροδεξιάς. https://t.co/0fz9uJbI8t \n", + "\n", + "Εμείς, έχουμε μόνο τη δύναμη των επιχειρημάτων μας, σε αντίθεση με τη ΝΔ του ψεύδους, του λαϊκισμού & της ψηφοθηρίας. Ο κ. Μητσοτάκης δεν έχει επιχειρήματα & δεν μπορεί να σταθεί στο ύψος των περιστάσεων.Ένα debate για τη Συμφωνία των Πρεσπών θα ήταν διαφωτιστικό για τους πολίτες https://t.co/rKTVXSSvIz \n", + "\n", + "Έχουμε συγκεκριμένο σχέδιο & όραμα για την αναβάθμιση της τριτοβάθμιας εκπαίδευσης: Με την οικονομική ενίσχυση των πανεπιστημίων, την ενίσχυσή τους σε διδακτικό & ερευνητικό προσωπικό, με τον εξορθολογισμό της δομής τους, με την ίδρυση νέων τμημάτων, με νέα γνωστικά αντικείμενα. https://t.co/kDbMEHimNb \n", + "\n", + "Απέναντι σε νεοφιλελευθερισμό & ακροδεξιά κανείς δεν μπορεί μόνος να δώσει λύση. Εχτές με την Συμπρόεδρο του die Linke, K.Κίππινγκ και σήμερα με τον Πορτογ. Πρωθυπουργό Α. Κόστα, συζητήσαμε για την ανάγκη συνεργασίας των προοδ.δυνάμεων, για να επικρατήσει η δημοκρατία & η ελπίδα https://t.co/WeYSJrNGeM \n", + "\n", + "Ο Δημήτρης Αλειφερόπουλος, που έφυγε σήμερα τόσο πρόωρα από κοντά μας, υπήρξε ένα από τα πιο αγαπητά μέλη της δημοσιογραφικής οικογένειας. Έγκριτος & συνεπής, υπηρέτησε με βάση τη δημοσιογραφική δεοντολογία το επάγγελμά του. Θερμά συλλυπητήρια στην οικογένεια & τους οικείους του. https://t.co/msLnDrJbKT \n", + "\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "dHTBGKs8O6bv", + "colab_type": "code", + "outputId": "4a98cadc-3a46-498b-9c45-f269fafc7dde", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 55 + } + }, + "source": [ + "tweetsL[0]['full_text']" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'RT @PrimeministerGR: Αποφασίστηκε στο Eurogroup ότι για φέτος δεν υφίσταται ο στόχος του 3,5% πλεονάσματος. Οι δαπάνες για την υγειονομική…'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 66 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "HNwqab95jJio", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#Συνενώνω το full_text όλων των tweets σε ένα" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "is4y6_etj0vU", + "colab_type": "code", + "colab": {} + }, + "source": [ + "all_text = ''\n", + "for tweet in tweetsL :\n", + " all_text = all_text + ' ' + tweet['full_text']\n", + "\n", + "\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "zlQcpN4MkwJq", + "colab_type": "code", + "outputId": "ca6c6db0-b46d-4c62-da94-5509a3f2c381", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "#Πλήθος χαρακτύρων όλων των tweets!\n", + "len(all_text)" + ], + "execution_count": 12, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "661847" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 12 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "jtsJ2y-Yl--R", + "colab_type": "code", + "outputId": "358e1900-f236-48b7-c7aa-a3f4110d390e", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 55 + } + }, + "source": [ + "all_text[0:3000]" + ], + "execution_count": 0, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "' RT @PrimeministerGR: Αποφασίστηκε στο Eurogroup ότι για φέτος δεν υφίσταται ο στόχος του 3,5% πλεονάσματος. Οι δαπάνες για την υγειονομική… RT @PrimeministerGR: Θέλουμε να σώσουμε θέσεις εργασίας. Και κάνω έκκληση στις επιχειρήσεις να μην προχωρήσουν σε απολύσεις. Γιατί θα υπάρξ… RT @PrimeministerGR: Το μεγαλύτερο όπλο κατά του κορονοϊού παραμένει η καθημερινή μας στάση. Μας το λένε οι γιατροί: «Εμείς μένουμε όρθιοι… RT @PrimeministerGR: Όμως κινδυνεύουν και οι νεότεροι. Γιατί αυξάνοντας τους ασθενείς πλημμυρίζουν τα νοσοκομεία. Και αυτό σημαίνει ότι αν… RT @MinDevGR: Τα καταστήματα Οπτικών καθώς και ακουστικών βαρηκοΐας θα είναι από αύριο κλειστά, με την υποχρέωση τους να έχουν τηλέφωνο ανά… RT @PrimeministerGR: Συνεχίζοντας τον κύκλο ενημέρωσης των πολιτικών αρχηγών για τον κορονοϊό, μίλησα με τον ΓΓ του Κομμουνιστικού Κόμματος… RT @PrimeministerGR: Είμαστε σε πόλεμο. Ο εχθρός είναι αόρατος αλλά όχι ανίκητος. Αν περιορίσουμε τη διασπορά της μετάδοσης, θα δώσουμε χρό… RT @MinDevGR: Δηλώσεις του Υπουργού Ανάπτυξης & Επενδύσεων @AdonisGeorgiadi και του Υφυπουργού @npapathanasis κατά την επίσκεψή τους σε σο… @PGPapanikolaou Ακούστε επειδή παρά τις διαφωνίες μας τις πολιτικές θέλω να σας φέρομαι με σεβασμό θα ήθελα και εσείς προς εμένα. Οι Κινέζοι, κομμουνιστές γαρ, έκτισαν ειδικά Νοσοκομεία για τον ιό και τώρα όλα τα έκλεισαν! Καταλαβαίνετε τί θα πει έκτακτο γεγονός ή σας είναι δύσκολο; Ευχαριστώ Τώρα @_Alpha989 RT @parapolitika: Ο Γεωργιάδης εφαρμόζει κατά... γράμμα τα μέτρα προστασίας - Καθαρίζει το ακουστικό κατά τη διάρκεια συνέντευξης https://t… «Οι οδηγίες σου υλοποιούνται. Καρτελάκι άδειας εισόδου και ουρα για το ταμείο με αποστάσεις άνω των δύο μέτρων!!!» Μήνυμα φίλου από ένα My Market πριν λίγο...όλα πάνε καλά σας ευχαριστώ όλους https://t.co/8kWaqvTVc8 Τώρα @statusfm2019 με @Venierisd 09:30 στο ραδιόφωνο του \\u2066@skaigr\\u2069 με τον \\u2066@ArisPortosalte\\u2069 https://t.co/t9JD1DuXPT RT @enikos_gr: Ρέγκλινγκ για Ελλάδα: Εντυπωσιάστηκα από την αποφασιστικότητα της κυβέρνησης https://t.co/B0KWdfevCW RT @skaigr: Παπαθανάσης στον ΣΚΑΪ: Δεν υπάρχει θέμα επάρκειας στα αντισηπτικά #Ελλάδα #σούπερ_μάρκετ #κορωνοϊός #Covid19 #αντισηπτικά htt… RT @EllinikiAgogi: Το μάθημα της Ιστορίας ανέβηκε και μπορείτε να το παρακολουθήσετε. Τις ερωτήσεις σας, μπορείτε πάντοτε να τα στέλνετε στ… RT @EllinikiAgogi: Τώρα που τα παιδικά τμήματα γίνονται εξ αποστάσεως, λαμβάνουμε καθημερινά τις εργασίες των μικρών μας μαθητών μέσω των η… RT @YpYgGR: #Briefing_COVID19\\nΑπό Τετάρτη, αναστέλλεται η λειτουργία επιχειρήσεων λιανεμπορίου. Το μέτρο δεν αφορά: σούπερ μάρκετ, φαρμακεί… RT @lenaargiri: Turkey’s President Erdogan lights the wick of immigrant wars - The Jerusalem Post https://t.co/SwvK3DU0w2 Δελτίο Τύπου - Εφαρμογή κανόνων ανταγωνισμού https://t.co/0Dl8HmmiqX RT @skaigr: Ο Κυριάκος Μητσοτάκης θα συμμετάσχει σήμερα στις 18:00 (ώρα Ελλάδος), σε τηλεδιάσκεψη του ευρωπαϊκού Συμβουλίου στην οποία καλε… RT @jpretenteris: Πρετεντέρης @ta_nea μια κατασκευασμένη τερατολογια για το'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 79 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ZsAznUVNn2hb", + "colab_type": "code", + "outputId": "5bef5672-7b62-42a4-e4ef-988bcbfb02bd", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "#Πόσες φορές αναφέρεται μια λέξη?\n", + "all_text.count(\"ΣΥΡΙΖΑ\")" + ], + "execution_count": 13, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "553" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 13 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "PQpfElXxO6b3", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#Φτιάχνω ένα σύνεφο λέξεων\n", + "from wordcloud import WordCloud, STOPWORDS, ImageColorGenerator\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline " + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "QdaKaOuLO6b9", + "colab_type": "code", + "colab": {} + }, + "source": [ + "all_text = ''\n", + "for tweet in tweetsL:\n", + " all_text = all_text + tweet['full_text']" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "LNMiBR5uO6cC", + "colab_type": "code", + "outputId": "d56c3d82-3d3a-4d50-8288-4a774f5de9a9", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + } + }, + "source": [ + "len(all_text)" + ], + "execution_count": 16, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "658526" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 16 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "7ZHjvMKPO6cH", + "colab_type": "code", + "outputId": "ef31f284-6ac6-4413-f0d1-bc7d2fda7d64", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 55 + } + }, + "source": [ + "all_text[0:400]" + ], + "execution_count": 17, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'RT @PrimeministerGR: Αποφασίστηκε στο Eurogroup ότι για φέτος δεν υφίσταται ο στόχος του 3,5% πλεονάσματος. Οι δαπάνες για την υγειονομική…RT @PrimeministerGR: Θέλουμε να σώσουμε θέσεις εργασίας. Και κάνω έκκληση στις επιχειρήσεις να μην προχωρήσουν σε απολύσεις. Γιατί θα υπάρξ…RT @PrimeministerGR: Το μεγαλύτερο όπλο κατά του κορονοϊού παραμένει η καθημερινή μας στάση. Μας το λένε οι γιατροί: «Εμε'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 17 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "zrxaKwVdO6cL", + "colab_type": "code", + "outputId": "b8dd1e31-65cb-4a81-aca3-e3037219827c", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 198 + } + }, + "source": [ + "\n", + "\n", + "wordcloud = WordCloud(max_font_size=50, max_words=100, \n", + " background_color=\"white\").generate(all_text)\n", + "plt.figure()\n", + "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", + "plt.axis(\"off\")\n", + "plt.show()" + ], + "execution_count": 18, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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PpeiKTFLh9NHoLaJ60WjqiU6SsQyafEVMpeOcnx+jxOGlxVeCdkNNjbDuWuo/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ad6eOfSVcZiqbngKEsl+p2uKvzeRx9kTX0F3953ih8ePk88k6MwO5ihygu1VtY1VPL7H3uIimCp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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3jmG4fw_O6cQ", + "colab_type": "code", + "colab": {} + }, + "source": [ + "# Διώχνω μερικά stop words όπως το \"και\", και τη λέξη \"https\"\n", + "all_text = all_text.replace(\"και\", \"\").replace(\"https\", \"\")" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "fihO-seLO6cV", + "colab_type": "code", + "outputId": "aac9c058-c195-4e48-ce86-71ae423e6c10", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 575 + } + }, + "source": [ + "wordcloud = WordCloud(max_font_size=80, max_words=50, \n", + " background_color=\"black\",width=200, height = 200).generate(all_text)\n", + "\n", + "plt.figure(figsize=(15,10))\n", + "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", + "plt.axis(\"off\")\n", + "plt.show()" + ], + "execution_count": 20, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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naKUY76copahKKVs//qWOEZmbjWlbo/yBoaK2pJuYQpBV/4vvVxx9v+L0acXZ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7JwXyD5fZDE124ww9wWQnEanfQk1R2KFtsYtBc1uOSoXy9Rv63QXTXD7/cqkuAD2ffraJ9w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\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lLdiDZsX1pjvPuZIltmZoW11B5CXCZJa+349e3zHGdu1hkruttYjWwC3nsJfnd5jREVvU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464wQy4/Y5gBsLQE4aeaO0saJoxY8aEGCJ+8BhlYbSad5EwToe98djgA1hOQu0+AiGKQdtGrnuu\ns6IhSfqZqc2U/m40u3vva/CyXZQIRz8riYiyv1Fr8dHnYMaMXyDupdKi8hyVF9ISSGnL0mYIvFu/\nMGPGjC8KChkzTTkwYzvmXe0VEcVyh2B81L5yMZQD0aIEG0QQO2UEnQg9fXxrm+pvkMznxkmmUaD7\n2ZDGqsfjfMidwhkz7hPvqrTcC2mZMWPGjBkzZsy4L7yLtDwMm9EZM2bMmDFjxoz3YCYtM2bMmDFj\nxoxHgZm0zJgxY8aMGTMeBWbSMmPGjBkzZsx4FJhJy4wZM2bMmDHjUWAmLTNmzJgxY8aMR4EfHHme\nMWPGjBkzZsx4KJgrLTNmzJgxY8aMR4GZtMyYMWPGjBkzHgVm0jJjxowZM2bMeBSYScuMGTNmzJgx\n41FgJi0zZsyYMWPGjEeBmbTMmDFjxowZMx4F/j+36cV2HsTq5AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0tTB9HouO6ca", + "colab_type": "text" + }, + "source": [ + "# Απομακρύνουμε τους τόνους\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "2O53r8JRO6cb", + "colab_type": "code", + "colab": {} + }, + "source": [ + "import unicodedata\n", + "def strip_accents(s):\n", + " return ''.join(c for c in unicodedata.normalize('NFD', s)\n", + " if unicodedata.category(c) != 'Mn')" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "_K5nEGbSO6cf", + "colab_type": "code", + "colab": {} + }, + "source": [ + "all_text_no = strip_accents(all_text)" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "0OVAHAgyO6ck", + "colab_type": "code", + "outputId": "357ec460-689c-4e69-cfee-b36726e14d19", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 55 + } + }, + "source": [ + "all_text_no[0:300]" + ], + "execution_count": 23, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'RT @PrimeministerGR: Αποφασιστηκε στο Eurogroup οτι για φετος δεν υφισταται ο στοχος του 3,5% πλεονασματος. Οι δαπανες για την υγειονομικη…RT @PrimeministerGR: Θελουμε να σωσουμε θεσεις εργασιας. Και κανω εκκληση στις επιχειρησεις να μην προχωρησουν σε απολυσεις. Γιατι θα υπαρξ…RT @PrimeministerGR: '" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 23 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "KbFX7b57O6co", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#remove STOP WORDS" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "qKsHZimbO6ct", + "colab_type": "code", + "colab": {} + }, + "source": [ + "import nltk\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "oyOnO4PCy4DJ", + "colab_type": "code", + "colab": {} + }, + "source": [ + "# Βρίσκουμε όλα τα ελληνικά stop words από τη βιβλιοθήκη nltk\n" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "eQPBxXokq-_G", + "colab_type": "code", + "outputId": "e5a8dd27-80a7-439e-99bc-ef7634e4da5d", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 72 + } + }, + "source": [ + "nltk.download('stopwords')" + ], + "execution_count": 26, + "outputs": [ + { + "output_type": "stream", + "text": [ + "[nltk_data] Downloading package stopwords to /root/nltk_data...\n", + "[nltk_data] Unzipping corpora/stopwords.zip.\n" + ], + "name": "stdout" + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 26 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "WSLPRxZ5qrdX", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "p_-bXlWEO6dL", + "colab_type": "code", + "colab": {} + }, + "source": [ + "gr_stop_words = nltk.corpus.stopwords.words('greek')" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "_5ad9dWCtlPp", + "colab_type": "code", + "colab": {} + }, + "source": [ + "#μετατρέπουμε όλους τους κεφαλαίους χαρακτήρες σε μικρούς\n", + "all_text = all_text.lower()" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "YZ_M5PRxO6dQ", + "colab_type": "code", + "colab": {} + }, + "source": [ + "gr_stop_words = gr_stop_words + ['amp', 'co','σας', 'μας', 'γιατί', 'στις', 'είναι', 'από', 'ότι', 'της', 'τους', 'αλλά', 'μια', \n", + " 'ένα', 'τη', 'μας', 'αυτό', 'έχει', 'ήταν', 'αυτή', 'στα']" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ktGP1ljMO6dV", + "colab_type": "code", + "colab": {} + }, + "source": [ + "all_text = all_text.replace('amp', \" \")\n", + "all_text = all_text.replace('co', \" \")\n", + "\n", + "for word in gr_stop_words:\n", + " all_text = all_text.replace(' '+word + ' ', \" \")" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "qnB9S0flO6dZ", + "colab_type": "code", + "outputId": "e6f7616e-ec10-4234-b404-2fe259eb3cf6", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 55 + } + }, + "source": [ + "all_text[0:1200]" + ], + "execution_count": 67, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'rt @primeministergr: αποφασίστηκε eurogroup φέτος υφίσταται στόχος 3,5% πλεονάσματος. δαπάνες υγειονομική…rt @primeministergr: θέλουμε σώσουμε θέσεις εργασίας. κάνω έκκληση επιχειρήσεις προχωρήσουν απολύσεις. υπάρξ…rt @primeministergr: μεγαλύτερο όπλο κορονοϊού παραμένει καθημερινή στάση. λένε γιατροί: «εμείς μένουμε όρθιοι…rt @primeministergr: όμως κινδυνεύουν νεότεροι. αυξάνοντας ασθενείς πλημμυρίζουν νοσοκομεία. σημαίνει αν…rt @mindevgr: καταστήματα οπτικών καθώς ακουστικών βαρηκοΐας αύριο κλειστά, υποχρέωση έχουν τηλέφωνο ανά…rt @primeministergr: συνεχίζοντας κύκλο ενημέρωσης πολιτικών αρχηγών κορονοϊό, μίλησα γγ κομμουνιστικού κόμματος…rt @primeministergr: είμαστε πόλεμο. εχθρός αόρατος όχι ανίκητος. περιορίσουμε διασπορά μετάδοσης, δώσουμε χρό…rt @mindevgr: δηλώσεις υπουργού ανάπτυξης & ; επενδύσεων @adonisgeorgiadi υφυπουργού @npapathanasis επίσκεψή σο…@pgpapanikolaou ακούστε επειδή διαφωνίες πολιτικές θέλω φέρομαι σεβασμό ήθελα εσείς προς εμένα. κινέζοι, κομμουνιστές γαρ, έκτισαν ειδικά νοσοκομεία ιό τώρα όλα έκλεισαν! καταλαβαίνετε πει έκτακτο γεγονός ή δύσκολο; ευχαριστώτώρα @_alpha989rt @parapolitika: γεωργιάδης εφαρμόζει κατά... γράμμα μέτρα προστασίας - καθαρίζει'" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 67 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "xlJy43NvO6dc", + "colab_type": "code", + "outputId": "d018ec82-b238-453c-9744-7ae69b26125d", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 575 + } + }, + "source": [ + "wordcloud = WordCloud(max_font_size=80, max_words=100, \n", + " background_color=\"black\",width=200, height = 200).generate(all_text)\n", + "\n", + "plt.figure(figsize=(15,10))\n", + "plt.imshow(wordcloud, interpolation=\"bilinear\")\n", + "plt.axis(\"off\")\n", + "plt.show()" + ], + "execution_count": 68, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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M3tfQtQu938d7f5yj9wAe0LWFaRycdRCKUaVqKKEiAbDuvTLggvUtumyiEGUC0ycJ1lct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\nndWLGFZXh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8DpKWlr/OMHhYMDg/IRM4RCUDap2aSuqcuLrbXOO8xSuUWb+cmQqyuUcn/5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\ndp/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sJTzxjl+24Dx2Jdb+nXonBEl6vutr3Uf5sqG9WKFWNW5RPrgU1SsVuxW28dQrx+qi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DXxt+LhcF+panw9g+jmM0REwLWGKHPyJJIkKBcNFIUQj5qzD4mfOmnReUUZdH3G0PKCiLYq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\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PH3cMcUeXexgdp0em2LPjmpA8S3PKUp/mY92NlCJj6ujChiHtGOI261kOQK80cqx0S63b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sMDvN4FxI3JHIZdndkmLl5m2Hvn1AgRJdyZn8KRWplIKn0Ys1fPzPOK7gQ8rMcSYkqblUgrxU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\nPVa3Fru1JwVTQ9sww9NS+mMd61M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" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "lgpR24rXO6dg", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + } + ] +} \ No newline at end of file From c2b0f13c1669de25620ce58774721f71e008b3fb Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Sat, 28 Mar 2020 00:44:05 +0200 Subject: [PATCH 12/45] Add files via upload --- .../Homework3_Marriages_Deaths_Greece.ipynb | 347 ++++++++++++++++++ 1 file changed, 347 insertions(+) create mode 100644 HomeWorks/Homework3_Marriages_Deaths_Greece.ipynb diff --git a/HomeWorks/Homework3_Marriages_Deaths_Greece.ipynb b/HomeWorks/Homework3_Marriages_Deaths_Greece.ipynb new file mode 100644 index 0000000..c4ab6d9 --- /dev/null +++ b/HomeWorks/Homework3_Marriages_Deaths_Greece.ipynb @@ -0,0 +1,347 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Εισάγετε τις βιβλιοθήκες που θα χρειαστείτε στη συνέχεια" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#Να συνδεθούμε πρώτα με το Google Drive αφού πρώτα έχουμε ανεβάσει εκεί \n", + "# τα αρχεία marriages.csv και deaths.csv \n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from google.colab import drive\n", + "drive.mount('/gdrive')\n", + "\n", + "\n", + "\n", + "# PATH = \"/gdrive/My\\ Drive/Colab\\ Notebooks/\"\n", + "# !ls {PATH}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ανοίξτε το αρχείο Marriages.csv και εμφανίστε τις πέντε πρώτες σειρές" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(\"/gdrive/My Drive/Colab Notebooks/marriages.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Έτος Γάμοι Γάμοι ανά 1,000\n", + "0 1932 39283 6.00\n", + "1 1933 46263 6.98\n", + "2 1934 47301 7.03\n", + "3 1935 45690 6.68\n", + "4 1936 38750 5.59" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Πόσες είναι συνολικά οι σειρές σας; Και ποιο το είδος των στηλών σας; " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ποιές είναι οι δέκα χρονιές με τους περισσότερους γάμους από το 1932;" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ποιές είναι οι δέκα χρονιές με τους λιγότερους γάμους ανά 1000 κατοίκους από το 1932;" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Απεικονίστε τον ρυθμό τέλεσης γάμων ανά 1,000 κατοίκους στην πιο πρόσφατη δεκαετία" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ανοίξτε το αρχείο Deaths.csv και εμφανίστε τις πέντε τελευταίες σειρές" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ποιές είναι οι δέκα χρονιές με τους περισσότερους θανάτους;" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ποιές ειναι οι δέκα χρονιές με τους περισσότερους θανάτους νεογνών;" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Τι λάθος παρατηρείτε; Πώς μπορείτε να το διορθώσετε;" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Απεικονίστε στο ίδιο διάγραμμα την διακύμανση των θανάτων ανά 1.000 άτομα και για τις δυο κατηγορίες έως το 1940" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From bd091ff546440c62fd481cbf2194c4e20da1ea5c Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Sat, 28 Mar 2020 00:44:44 +0200 Subject: [PATCH 13/45] Add files via upload --- HomeWorks/deaths.csv | 72 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 72 insertions(+) create mode 100644 HomeWorks/deaths.csv diff --git a/HomeWorks/deaths.csv b/HomeWorks/deaths.csv new file mode 100644 index 0000000..2a2fc71 --- /dev/null +++ b/HomeWorks/deaths.csv @@ -0,0 +1,72 @@ +Έτος,Θάνατοι,"Θάνατοι / 1,000",Θάνατοι κάτω 1,"Θάνατοι κάτω 1 / 1,000" +1932,117593,17.97,22785,122.81 +1933,111447,16.82,23268,122.73 +1934,100651,14.96,23329,111.66 +1935,101416,14.83,21708,112.76 +1936,105005,15.14,22074,114.17 +1937,105674,15.04,22469,122.2 +1938,93766,13.17,18345,99.43 +1939,100459,13.91,21132,118.15 +1940,93830,12.82, -, - +1955,54781,6.88,6713,43.52 +1956,59460,7.4,6128,38.74 +1957,61664,7.62,6884,44.15 +1958,58160,7.12,6063,39.03 +1959,60852,7.37,6510,40.64 +1960,60563,7.27,6300,40.07 +1961,63955,7.62,6006,39.85 +1962,66554,7.88,6144,40.38 +1963,66813,7.88,5825,39.29 +1964,69429,8.16,5488,35.84 +1965,67269,7.87,5194,34.3 +1966,67912,7.88,5253,33.98 +1967,71975,8.26,5590,34.33 +1968,73309,8.39,5518,34.41 +1969,71825,8.19,4899,31.8 +1970,74009,8.42,4290,29.6 +1971,73819,8.36,3797,26.91 +1972,76859,8.65,3851,27.33 +1973,77648,8.7,3320,24.14 +1974,76303,8.51,3448,23.93 +1975,80077,8.85,3409,23.96 +1976,81818,8.93,3300,22.52 +1977,83750,9,2927,20.36 +1978,81615,8.65,2833,19.33 +1979,82338,8.62,2772,18.73 +1980,87282,9.05,2658,17.94 +1981,86261,8.87,2294,16.27 +1982,86345,8.82,2076,15.12 +1983,90586,9.2,1932,14.57 +1984,88397,8.93,1803,14.34 +1985,92886,9.35,1647,14.14 +1986,91783,9.21,1381,12.24 +1987,95656,9.56,1247,11.72 +1988,92407,9.21,1187,11.04 +1989,92720,9.19,989,9.73 +1990,94152,9.27,993,9.71 +1991,95498,9.31,927,9.03 +1992,98231,9.47,871,8.37 +1993,97419,9.31,864,8.49 +1994,97807,9.27,823,7.93 +1995,100158,9.42,827,8.15 +1996,100740,9.41,730,7.25 +1997,99738,9.26,657,6.44 +1998,102668,9.48,674,6.68 +1999,103304,9.49,619,6.15 +2000,105170,9.63,561,5.43 +2001,102559,9.37,522,5.1 +2002,103915,9.46,530,5.12 +2003,105529,9.57,420,4.02 +2004,104942,9.49,429,4.06 +2005,105091,9.46,409,3.8 +2006,105476,9.46,415,3.7 +2007,109895,9.82,397,3.55 +2008,107979,9.61,314,2.65 +2009,108316,9.6,371,3.15 +2010,109084,9.65,436,3.8 +2011,111099,9.99,357,3.35 +2012,116668,10.52,293,2.92 +2013,111794,10.2,346,3.67 +2014,113740,10.41,346,3.75 +2015,121183,11.16,364,3.96 +2016,118785,11.02,387,4.17 \ No newline at end of file From b8577cd18ac12422f7aaab20590c800de760bd14 Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Sat, 28 Mar 2020 00:45:12 +0200 Subject: [PATCH 14/45] Add files via upload --- HomeWorks/marriages.csv | 72 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 72 insertions(+) create mode 100644 HomeWorks/marriages.csv diff --git a/HomeWorks/marriages.csv b/HomeWorks/marriages.csv new file mode 100644 index 0000000..6eba630 --- /dev/null +++ b/HomeWorks/marriages.csv @@ -0,0 +1,72 @@ +Έτος,Γάμοι,"Γάμοι ανά 1,000" +1932,39283,6 +1933,46263,6.98 +1934,47301,7.03 +1935,45690,6.68 +1936,38750,5.59 +1937,45833,6.52 +1938,46027,6.46 +1939,47559,6.59 +1940,32830,4.49 +1955,66274,8.32 +1956,55233,6.88 +1957,68818,8.5 +1958,69178,8.46 +1959,74213,8.99 +1960,58165,6.98 +1961,70914,8.44 +1962,70695,8.37 +1963,78038,9.2 +1964,76042,8.94 +1965,80728,9.44 +1966,71666,8.32 +1967,81706,9.37 +1968,65371,7.48 +1969,72544,8.27 +1970,67439,7.67 +1971,73350,8.31 +1972,60144,6.77 +1973,73762,8.26 +1974,68059,7.59 +1975,76452,8.45 +1976,63540,6.93 +1977,76228,8.19 +1978,72523,7.69 +1979,79023,8.28 +1980,62352,6.47 +1981,71178,7.32 +1982,67784,6.92 +1983,71143,7.23 +1984,54793,5.54 +1985,63709,6.41 +1986,58091,5.83 +1987,66166,6.62 +1988,47873,4.77 +1989,61884,6.13 +1990,59052,5.81 +1991,65568,6.39 +1992,48631,4.69 +1993,62195,5.94 +1994,56813,5.38 +1995,63987,6.02 +1996,45408,4.24 +1997,60535,5.62 +1998,55489,5.12 +1999,61165,5.62 +2000,48880,4.48 +2001,58491,5.34 +2002,57872,5.27 +2003,61081,5.54 +2004,51377,4.64 +2005,61043,5.5 +2006,57802,5.18 +2007,61377,5.48 +2008,53500,4.76 +2009,59212,5.25 +2010,56338,4.98 +2011,55099,4.95 +2012,49705,4.48 +2013,51256,4.63 +2014,53105,4.86 +2015,53672,4.94 +2016,49632,4.6 From 324ece9fcd861d5acffd44b8a5a21d095101162c Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Tue, 31 Mar 2020 17:29:30 +0300 Subject: [PATCH 15/45] Create week4.md --- week4/week4.md | 1 + 1 file changed, 1 insertion(+) create mode 100644 week4/week4.md diff --git a/week4/week4.md b/week4/week4.md new file mode 100644 index 0000000..4d2d38b --- /dev/null +++ b/week4/week4.md @@ -0,0 +1 @@ +week 4 From 5f6910a1902d667af7d618b41940e1da530e81db Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Tue, 31 Mar 2020 17:30:09 +0300 Subject: [PATCH 16/45] Add files via upload --- week4/Billionaires_Classwork.ipynb | 417 +++++++++++++++++++++++++++++ 1 file changed, 417 insertions(+) create mode 100644 week4/Billionaires_Classwork.ipynb diff --git a/week4/Billionaires_Classwork.ipynb b/week4/Billionaires_Classwork.ipynb new file mode 100644 index 0000000..4e0edd6 --- /dev/null +++ b/week4/Billionaires_Classwork.ipynb @@ -0,0 +1,417 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 0) Setup\n", + "\n", + "Import pandas **with the correct name** and set `matplotlib` to always display graphics in the notebook." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1) Reading in an Excel file\n", + "\n", + "Use pandas to read in the `richpeople.xlsx` Excel file, saving it as a variable with the \"correct\" name. You will use `read_excel` instead of `read_csv`, *but you'll also need to install a new library*." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df= pd.read_excel(\"xxxxx/data/richpeople.xlsx\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2) Checking your data\n", + "\n", + "Display the number of rows and columns in your data. Also display the names and data types of each column." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.typeofwealth" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.sourceofwealth" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3) Who are the top 10 richest billionaires? Use the `networthusbillion` column." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.sort_values(by='networthusbillion', ascending = True)[:10]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4) How many male billionaires are there compared to the number of female billionares? Do they have a different average wealth?\n", + "\n", + "> **TIP:** The second part uses `groupby`, but the first part does not." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df['gender'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.groupby('gender')['networthusbillion'].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "male = df[df['gender'] == 'male']\n", + "female = df[df['gender'] == 'female']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "male['networthusbillion'].mean() - female['networthusbillion'].mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 5) Who is the poorest billionaire? Who are the top 10 poorest billionaires?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.sort_values(by='networthusbillion')[:1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.sort_values(by='networthusbillion')[:10]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 6) What is the most common source of wealth? Is it different between males and females?\n", + "\n", + "> **TIP:** You know how to `groupby` and you know how to count how many times a value is in a column. Can you put them together???" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df['typeofwealth'].value_counts()[:1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.groupby('typeofwealth')['gender'].value_counts().sort_values(ascending = False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 7) What companies have the most billionaires? Graph the top 5 as a horizontal bar graph.\n", + "\n", + "> **TIP:** First find the answer to the question, then just try to throw `.plot()` on the end\n", + ">\n", + "> **TIP:** You can use `.head()` on *anything*, not just your basic `df`\n", + ">\n", + "> **TIP:** You might feel like oyu should use `groupby`, but don't! There's an easier way to count." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df['company'].value_counts().sort_values(ascending = False).head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df['company'].value_counts().head(5).sort_values()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 8) How much money do these billionaires have in total?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "companies = [\"Cargill\", \"Walmart\", \"S. C. Johnson & Son\", \"Oetker-Gruppe\", \"Hyatt\"]\n", + "total_bill = 0\n", + "for company in companies:\n", + " df_companies = df[df['company'] == company]\n", + " df_copanies_sum = df_companies['networthusbillion'].sum()\n", + " total_bill = total_bill + df_copanies_sum\n", + "print(total_bill)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 9) What are the top 3 countries with the most money held by billionaires?\n", + "\n", + "I am **not** asking which country has the most billionaires - this is total amount of money per country.\n", + "\n", + "> **TIP:** Think about it in steps - \"I want them organized by country,\" \"I want their net worth,\" and \"I want to add it all up.\" Just chain them all together." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.groupby('citizenship')['networthusbillion'].sum().sort_values(ascending = False).head(5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 10) How old is an average billionaire? How old are billionaires self made vs. non self made? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "round(df['age'].mean())" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "[df[df['selfmade'] == 'self-made']['age'].mean() , df[df['selfmade'] != 'self-made']['age'].mean()]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 11) Who are the youngest billionaires? Who are the oldest? Make a graph of the distribution of ages." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.sort_values('age',ascending = True)['name'][:10]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.sort_values('age',ascending = False)['name'][:10]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df['age'].plot(kind='hist')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 12) Make a scatterplot of their net worth compared to their age" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.plot(kind='scatter', x='networthusbillion', y='age')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 13) Make a bar graph of the top 10 richest billionaires" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df.sort_values(by='networthusbillion', ascending = False)[:10].plot(kind='bar', y='networthusbillion', x='name')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From a95a8926bffbad3c6823aeffc9ba02968b72bd33 Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Tue, 31 Mar 2020 17:35:17 +0300 Subject: [PATCH 17/45] Add files via upload --- week4/richpeople.xlsx | Bin 0 -> 367655 bytes 1 file changed, 0 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mode 100644 undergraduate/HWs/hws.rd diff --git a/undergraduate/HWs/hws.rd b/undergraduate/HWs/hws.rd new file mode 100644 index 0000000..07eeee7 --- /dev/null +++ b/undergraduate/HWs/hws.rd @@ -0,0 +1 @@ +undergraduate homeworks... From 23a912fec15a8ecd51245ab4c4b92d6d3bc44802 Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Sat, 2 May 2020 21:12:30 +0300 Subject: [PATCH 19/45] Add files via upload --- .../HWs/Homework1\316\221_movies.ipynb" | 1596 +++++++++++++++++ 1 file changed, 1596 insertions(+) create mode 100644 "undergraduate/HWs/Homework1\316\221_movies.ipynb" diff --git "a/undergraduate/HWs/Homework1\316\221_movies.ipynb" "b/undergraduate/HWs/Homework1\316\221_movies.ipynb" new file mode 100644 index 0000000..e6caa6a --- /dev/null +++ "b/undergraduate/HWs/Homework1\316\221_movies.ipynb" @@ -0,0 +1,1596 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "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": "3.6.7" + }, + "colab": { + "name": "Homework1Α_movies.ipynb", + "provenance": [], + "collapsed_sections": [] + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "zM1lFlZCbShJ", + "colab_type": "text" + }, + "source": [ + "# Έχουμε ένα αρχείο .csv το οποίο περιέχει τις καλύτερες 1000 ταινίες του IMDB και θα χρησιμοποιήσουμε αυτά τα δεδομένα για να οπτικοποιήσουμε και να πραγματοποιήσουμε κάποιες αναλύσεις σε αυτ'α χρησιμοποιώντας την Python και τη βιβλιοθήκη των Pandas που μάθαμε πρόσφατα.\n", + "\n", + "\n", + "\n", + "Θα χρησιμοποιήσουμε τη μορφή Jupyter Notebook που μας παρέχει το περιβάλλον Collab της Google, για να φτιάξουμε τον κώδικά μας. Το πρώτο πράγμα είναι κάνουμε εισαγωγή (import) τις βιβλιοθήκες μας Pandas και Matplot. Pandas για τα dataframes και την ανάλυσή μας και τη Matplot για την οπτικοποίησή μας.\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "iuxpQpkQbShN", + "colab_type": "code", + "colab": {} + }, + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cYiwYf-6c8ZD", + "colab_type": "text" + }, + "source": [ + "Εισάγουμε τα δεδομένα μας από έναν λογαριασμό στο github" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "AOiAOMcLbShi", + "colab_type": "code", + "colab": {} + }, + "source": [ + "movies = pd.read_csv(\"https://raw.githubusercontent.com/thechaudharysab/imdb-data-pandas-visualization/master/data/imdb_1000.csv\")" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "GXfF4LzobSh4", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 293 + }, + "outputId": "bb4d04dc-b6b8-43fc-a0ab-5a612f8408f1" + }, + "source": [ + "movies.head() #βλέπουμε τις 5 πρώτες γραμμές των δεδομένων μας" + ], + "execution_count": 5, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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star_ratingtitlecontent_ratinggenredurationactors_list
09.3The Shawshank RedemptionRCrime142[u'Tim Robbins', u'Morgan Freeman', u'Bob Gunt...
19.2The GodfatherRCrime175[u'Marlon Brando', u'Al Pacino', u'James Caan']
29.1The Godfather: Part IIRCrime200[u'Al Pacino', u'Robert De Niro', u'Robert Duv...
39.0The Dark KnightPG-13Action152[u'Christian Bale', u'Heath Ledger', u'Aaron E...
48.9Pulp FictionRCrime154[u'John Travolta', u'Uma Thurman', u'Samuel L....
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" + ], + "text/plain": [ + " star_rating ... actors_list\n", + "0 9.3 ... [u'Tim Robbins', u'Morgan Freeman', u'Bob Gunt...\n", + "1 9.2 ... [u'Marlon Brando', u'Al Pacino', u'James Caan']\n", + "2 9.1 ... [u'Al Pacino', u'Robert De Niro', u'Robert Duv...\n", + "3 9.0 ... [u'Christian Bale', u'Heath Ledger', u'Aaron E...\n", + "4 8.9 ... [u'John Travolta', u'Uma Thurman', u'Samuel L....\n", + "\n", + "[5 rows x 6 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 5 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "NB0xY9ukbSiH", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "outputId": "7393a653-7006-4dff-918a-f03a10fe7b54" + }, + "source": [ + "# Ελέγχουμε τις γραμμές και τις στήλες του πίνακά μας (του dataframe ορθότερα) \n", + "movies.shape\n" + ], + "execution_count": 6, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "(979, 6)" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 6 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "1yyEYx7obSie", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 146 + }, + "outputId": "77a10262-bea8-4f4e-d768-79a27308ca7f" + }, + "source": [ + "# Ελέγχουμε τον τύπο δεδομένων της κάθε στήλης\n", + "movies.dtypes" + ], + "execution_count": 7, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "star_rating float64\n", + "title object\n", + "content_rating object\n", + "genre object\n", + "duration int64\n", + "actors_list object\n", + "dtype: object" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 7 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0k1wRiMMbSiq", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "5x7TMCVMbSi1", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "outputId": "e1a2be96-3f38-4028-c7a6-2799fc7c6da2" + }, + "source": [ + "# υπολογίζουμε τη μέση διάρκεια όλων των ταινιών\n", + "\n", + "movies['duration'].mean()" + ], + "execution_count": 8, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "120.97957099080695" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 8 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "QaR5SZk0bSi9", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 597 + }, + "outputId": "2354d694-76a8-4fee-fdf5-4a3a120d8ccc" + }, + "source": [ + "# ταξινομούμε το DataFrame ως προς τη διάρκεια για να βρούμε τη μικρότερη και τη μεγαλύτερη σε διάρκεια ταινία\n", + "\n", + "movies.sort_values('duration')" + ], + "execution_count": 9, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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star_ratingtitlecontent_ratinggenredurationactors_list
3898.0FreaksUNRATEDDrama64[u'Wallace Ford', u'Leila Hyams', u'Olga Bacla...
3388.0Battleship PotemkinUNRATEDHistory66[u'Aleksandr Antonov', u'Vladimir Barsky', u'G...
2588.1The Cabinet of Dr. CaligariUNRATEDCrime67[u'Werner Krauss', u'Conrad Veidt', u'Friedric...
2938.1Duck SoupPASSEDComedy68[u'Groucho Marx', u'Harpo Marx', u'Chico Marx']
888.4The KidNOT RATEDComedy68[u'Charles Chaplin', u'Edna Purviance', u'Jack...
.....................
4457.9The Ten CommandmentsAPPROVEDAdventure220[u'Charlton Heston', u'Yul Brynner', u'Anne Ba...
1428.3Lagaan: Once Upon a Time in IndiaPGAdventure224[u'Aamir Khan', u'Gracy Singh', u'Rachel Shell...
788.4Once Upon a Time in AmericaRCrime229[u'Robert De Niro', u'James Woods', u'Elizabet...
1578.2Gone with the WindGDrama238[u'Clark Gable', u'Vivien Leigh', u'Thomas Mit...
4767.8HamletPG-13Drama242[u'Kenneth Branagh', u'Julie Christie', u'Dere...
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979 rows × 6 columns

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" + ], + "text/plain": [ + " star_rating ... actors_list\n", + "389 8.0 ... [u'Wallace Ford', u'Leila Hyams', u'Olga Bacla...\n", + "338 8.0 ... [u'Aleksandr Antonov', u'Vladimir Barsky', u'G...\n", + "258 8.1 ... [u'Werner Krauss', u'Conrad Veidt', u'Friedric...\n", + "293 8.1 ... [u'Groucho Marx', u'Harpo Marx', u'Chico Marx']\n", + "88 8.4 ... [u'Charles Chaplin', u'Edna Purviance', u'Jack...\n", + ".. ... ... ...\n", + "445 7.9 ... [u'Charlton Heston', u'Yul Brynner', u'Anne Ba...\n", + "142 8.3 ... [u'Aamir Khan', u'Gracy Singh', u'Rachel Shell...\n", + "78 8.4 ... [u'Robert De Niro', u'James Woods', u'Elizabet...\n", + "157 8.2 ... [u'Clark Gable', u'Vivien Leigh', u'Thomas Mit...\n", + "476 7.8 ... [u'Kenneth Branagh', u'Julie Christie', u'Dere...\n", + "\n", + "[979 rows x 6 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 9 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0jugxD0feLPK", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "outputId": "46729c4e-8c19-42ca-818c-796c26efc1a4" + }, + "source": [ + "# Η πιο μικρή σε διάρκεια ταινία\n", + "\n", + "movies.sort_values('duration', ascending = True).head(1)" + ], + "execution_count": 12, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
star_ratingtitlecontent_ratinggenredurationactors_list
3898.0FreaksUNRATEDDrama64[u'Wallace Ford', u'Leila Hyams', u'Olga Bacla...
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" + ], + "text/plain": [ + " star_rating ... actors_list\n", + "389 8.0 ... [u'Wallace Ford', u'Leila Hyams', u'Olga Bacla...\n", + "\n", + "[1 rows x 6 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 12 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "l4pgKz7ceQy8", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 80 + }, + "outputId": "2848ed37-7c43-49c3-da2d-9ccd97901c16" + }, + "source": [ + "# Η πιο μεγάλη σε διάρκεια ταινία\n", + "\n", + "movies.sort_values('duration',ascending = False).head(1)" + ], + "execution_count": 15, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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star_ratingtitlecontent_ratinggenredurationactors_list
4767.8HamletPG-13Drama242[u'Kenneth Branagh', u'Julie Christie', u'Dere...
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" + ], + "text/plain": [ + " star_rating ... actors_list\n", + "476 7.8 ... [u'Kenneth Branagh', u'Julie Christie', u'Dere...\n", + "\n", + "[1 rows x 6 columns]" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 15 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "jXiIWIYgbSjG", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 283 + }, + "outputId": "a9c47f57-4792-4fac-d93a-541be58f6e5b" + }, + "source": [ + "# δημιουργούμε ένα ιστόγραμμα με τις συχνότητες των ταινιών σε διάρκεια, επιλέγοντας έναν “κατάλληλο” αριθμό bins (ομάδων)\n", + "\n", + "movies['duration'].plot(kind='hist', bins=10)" + ], + "execution_count": 16, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 16 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "u8BxmDqcbSjQ", + "colab_type": "text" + }, + "source": [ + "Αυτό είναι ένα από τα πλεονεκτήματα της χρήσης της οπτικοποίησης για δεδομένα έτσι ώστε εύκολα να διαπιστώσεις διαφοροποιήσεις στα δεδομένα.\n", + "Υπάρχουν πολλοί τρόποι οπτικοποίησης που μπορείς να χρησιμοποιήσεις. Εξαρτάται από τον τύπο δεδομένων καθώς μπορεί ένα ιστόγραμμα να μην είναι πάντα κατάλληλο ως είδος διαγράμματος και να μην ταιριάζει για τν ανάλυση που ζητάς.\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "kLFuQ6WgbSjS", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "outputId": "1c61d1f3-4ee4-4b8a-8e5d-dc2ac4d930a5" + }, + "source": [ + "# χρησιμοποίησε ένα box διάγραμμα για την παρουσίαση των ίδιων δεδομένων...\n", + " \n", + " movies['duration'].plot(kind='box')" + ], + "execution_count": 17, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 17 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "hQbtaGTRbSjh", + "colab_type": "text" + }, + "source": [ + "Το παραπάνω διάγραμμα τύπου box μας δίνει την ίδια πληροφορία δλδ ότι οι περισσότερες ταινίες διαρκούν μεταξύ 110 και 135 και επίσης έχουμε μία διάμεσο (median). Ενώ, με το ιστόγραμμα δεν μπορούμε να έχουμε καθαρά την διάμεσο τιμή. \n", + "\n", + "Ας συνεχίσουμε τους πειραματισμούς στις αναλύσεις και τις οπτικοποιήσεις κάνοντας χρήση των pandas.\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "JSbBngqFbSjj", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 457 + }, + "outputId": "498a8783-70d3-43f0-83c4-1a675eb5b11b" + }, + "source": [ + "# Ας μετρήσουμε πόσες ταινίες έχουν καθεμία από τις βαθμολογίες περιεχομένου (content ratings)\n", + "movies[['content_rating','title']].groupby('content_rating').count()" + ], + "execution_count": 18, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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title
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" + ], + "text/plain": [ + " title\n", + "content_rating \n", + "APPROVED 47\n", + "G 32\n", + "GP 3\n", + "NC-17 7\n", + "NOT RATED 65\n", + "PASSED 7\n", + "PG 123\n", + "PG-13 189\n", + "R 460\n", + "TV-MA 1\n", + "UNRATED 38\n", + "X 4" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 18 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "a9ErU0MrbSjs", + "colab_type": "text" + }, + "source": [ + "Ας δούμε διαγραμματικά την παραπάνω πληροφορίες...\n", + " " + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ap8SXZsjbSjt", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 360 + }, + "outputId": "98f55052-0fa7-40e7-ebd9-d82130552b83" + }, + "source": [ + "# Ας χρησιμοποιήσουμε ένα διάγραμμα τύπου στήλης (bar diagram) για να παρουσιάσουμε τα αποτελέσματα, \n", + "# συμπεριλαμβανομένων και των τίτλων του άξονα x και y...\n", + "movies[['content_rating','title']].groupby('content_rating').count().plot(kind='bar', title='Content Rating Visualization')\n", + "plt.xlabel('Content Rating')\n", + "plt.ylabel('Title Count')" + ], + "execution_count": 19, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "Text(0, 0.5, 'Title Count')" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 19 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DAX1pssLbSj4", + "colab_type": "text" + }, + "source": [ + "# Παρακάτω έχουμε περισσότερες αναλύσεις πάνω στα δεδομένα μας...\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "zwB58KrubSj5", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 128 + }, + "outputId": "658da3b3-1454-4af9-e5ea-6ecc6921545d" + }, + "source": [ + "# μετατράπουμε τις βαθμολογίες τύπου X και TV-MA σε “NC-17”: \n", + "movies['content_rating'].replace(['X','TV-MA'],'NC-17').head()" + ], + "execution_count": 20, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0 R\n", + "1 R\n", + "2 R\n", + "3 PG-13\n", + "4 R\n", + "Name: content_rating, dtype: object" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 20 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "A3IpfCLMbSkA", + "colab_type": "text" + }, + "source": [ + "# Ερευνούμε αν στα δεδομένα μας υπάρχουν τιμές που λείπουν (missing value(s))" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "5V_l-rMlbSkK", + "colab_type": "code", + "colab": {} + }, + "source": [ + "# Ας μετρήσουμε τις τιμές που λείπουν σε κάθε στ'ηλη\n", + "movies.isnull().sum(axis=0)\n", + "# Αν υπαρχουν ας τις εξετάσουμε και ας τις συμπληρώσουμε με μια κατάλληλη τιμή\n", + "movies[movies['content_rating'].isnull()]\n", + "movies.at[(187,649),'content_rating'] = 'PG'\n", + "movies.at[936,'content_rating'] = 'PG-13'" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-fdfCRAXbSkR", + "colab_type": "text" + }, + "source": [ + "Μπορούμε επίσης να επιλέξουμε γραμμές σύμφωνα με κάποια συνθήκη... Για παράδειγμα,\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "k4Hx6VPdbSkT", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 54 + }, + "outputId": "559d27e9-bc7f-47c5-fd9c-5400c2676bbb" + }, + "source": [ + "# υπολογίστε τη μέση βαθμολογία (star rating) για ταινίες με διάρκεια μεγαλύτερη από 2 ώρες\n", + "# και συγκρίνετέ τη με τη μέση βαθμολογία των ταινιών με μικρότερη διάρκεια.\n", + "print('Avg. star rating for movies 2 hours or longer: ', movies[movies['duration'] >= 120]['star_rating'].mean(), \n", + " '\\nAvg. star rating for movies shorter than 2 hours: ', movies[movies['duration'] < 120]['star_rating'].mean())" + ], + "execution_count": 22, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Avg. star rating for movies 2 hours or longer: 7.948898678414082 \n", + "Avg. star rating for movies shorter than 2 hours: 7.838666666666657\n" + ], + "name": "stdout" + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "HPvyuGd8bSkd", + "colab_type": "text" + }, + "source": [ + "# Ας κάνουμε ένα γράφημα σχετικά με αυτό...\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "DZVHfa1GbSkg", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 302 + }, + "outputId": "85b41363-becd-4c45-b1b1-10c21270ac51" + }, + "source": [ + "# ας φτιάξουμε ένα γράφημα για να δούμε αν υπάρχει συσχέτιση μεταξύ της διάρκειας μιας ταινίας\n", + "# και της βαθμολογίας της.\n", + "movies.boxplot(column='duration', by='star_rating');" + ], + "execution_count": 23, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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duration
genre
Action126.485294
Adventure134.840000
Animation96.596774
Biography131.844156
Comedy107.602564
Crime122.298387
Drama126.539568
Family107.500000
Fantasy112.000000
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History66.000000
Horror102.517241
Mystery115.625000
Sci-Fi109.000000
Thriller114.200000
Western136.666667
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" + ], + "text/plain": [ + " duration\n", + "genre \n", + "Action 126.485294\n", + "Adventure 134.840000\n", + "Animation 96.596774\n", + "Biography 131.844156\n", + "Comedy 107.602564\n", + "Crime 122.298387\n", + "Drama 126.539568\n", + "Family 107.500000\n", + "Fantasy 112.000000\n", + "Film-Noir 97.333333\n", + "History 66.000000\n", + "Horror 102.517241\n", + "Mystery 115.625000\n", + "Sci-Fi 109.000000\n", + "Thriller 114.200000\n", + "Western 136.666667" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 24 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EsfoDVpvbSkt", + "colab_type": "text" + }, + "source": [ + "Ας το δούμε και αυτό γραφικά:" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ukige7jQdyqw", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 301 + }, + "outputId": "4dc4f1f8-ecfb-4f1d-d311-c54c7e67bd9c" + }, + "source": [ + "movies[['duration','genre']].groupby('genre').mean().plot()" + ], + "execution_count": 29, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 29 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "keLV-AkibSku", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 320 + }, + "outputId": "d550a738-3379-4fa4-d52f-fb7434278b3d" + }, + "source": [ + "# βλέπουμε τη σχέση μεταξύ βαθμολογίας και content rating\n", + "movies.boxplot(column='duration', by='content_rating')" + ], + "execution_count": 30, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 30 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "tags": [], + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "wnKvrFbhbSkz", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 639 + }, + "outputId": "1f1ea359-d00c-4bf0-b5a4-a93d51ba43b0" + }, + "source": [ + "# Ας βρούμε τις καλύτερες ταινίες (by star rating) για κάθε κατηγορία\n", + "movies.sort_values('star_rating', ascending=False).groupby('genre')['title','star_rating'].first()\n" + ], + "execution_count": 31, + "outputs": [ + { + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n", + " \"\"\"Entry point for launching an IPython kernel.\n" + ], + "name": "stderr" + }, + { + "output_type": "execute_result", + "data": { + "text/html": [ + "
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titlestar_rating
genre
ActionThe Dark Knight9.0
AdventureThe Lord of the Rings: The Return of the King8.9
AnimationSpirited Away8.6
BiographySchindler's List8.9
ComedyModern Times8.6
CrimeThe Shawshank Redemption9.3
Drama12 Angry Men8.9
FamilyE.T. the Extra-Terrestrial7.9
FantasyThe City of Lost Children7.7
Film-NoirThe Third Man8.3
HistoryBattleship Potemkin8.0
HorrorPsycho8.6
MysteryRear Window8.6
Sci-FiBlade Runner8.2
ThrillerShadow of a Doubt8.0
WesternThe Good, the Bad and the Ugly8.9
\n", + "
" + ], + "text/plain": [ + " title star_rating\n", + "genre \n", + "Action The Dark Knight 9.0\n", + "Adventure The Lord of the Rings: The Return of the King 8.9\n", + "Animation Spirited Away 8.6\n", + "Biography Schindler's List 8.9\n", + "Comedy Modern Times 8.6\n", + "Crime The Shawshank Redemption 9.3\n", + "Drama 12 Angry Men 8.9\n", + "Family E.T. the Extra-Terrestrial 7.9\n", + "Fantasy The City of Lost Children 7.7\n", + "Film-Noir The Third Man 8.3\n", + "History Battleship Potemkin 8.0\n", + "Horror Psycho 8.6\n", + "Mystery Rear Window 8.6\n", + "Sci-Fi Blade Runner 8.2\n", + "Thriller Shadow of a Doubt 8.0\n", + "Western The Good, the Bad and the Ugly 8.9" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 31 + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "O1oWHbQ-bSk8", + "colab_type": "text" + }, + "source": [ + "First keyword is used to get the first value from a list/array or any sort of storage list type.\n", + "\n", + "Some more analytics this data can give." + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "sstOvNnbbSlE", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 350 + }, + "outputId": "a6d48f6c-0180-4ae6-b081-f08ad8bbff4a" + }, + "source": [ + "# Ας υπολογίσουμε τη μέση βαθμολογία για κάθε κατηγορία\n", + " \n", + "movies.groupby('genre')['star_rating'].mean()" + ], + "execution_count": 36, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "genre\n", + "Action 7.884559\n", + "Adventure 7.933333\n", + "Animation 7.914516\n", + "Biography 7.862338\n", + "Comedy 7.822436\n", + "Crime 7.916935\n", + "Drama 7.902518\n", + "Family 7.850000\n", + "Fantasy 7.700000\n", + "Film-Noir 8.033333\n", + "History 8.000000\n", + "Horror 7.806897\n", + "Mystery 7.975000\n", + "Sci-Fi 7.920000\n", + "Thriller 7.680000\n", + "Western 8.255556\n", + "Name: star_rating, dtype: float64" + ] + }, + "metadata": { + "tags": [] + }, + "execution_count": 36 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "I44lHg6EbSlZ", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "XJvTck9fbSlf", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "XYynnnMAbSll", + "colab_type": "code", + "colab": {} + }, + "source": [ + "" + ], + "execution_count": 0, + "outputs": [] + } + ] +} \ No newline at end of file From 5a9381381bffef6961c5b21f69ac214ef6cbb02b Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Sat, 2 May 2020 21:14:50 +0300 Subject: [PATCH 20/45] Add files via upload --- "undergraduate/HWs/Homework1\316\221_movies.ipynb" | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git "a/undergraduate/HWs/Homework1\316\221_movies.ipynb" "b/undergraduate/HWs/Homework1\316\221_movies.ipynb" index e6caa6a..5cf9bcf 100644 --- "a/undergraduate/HWs/Homework1\316\221_movies.ipynb" +++ "b/undergraduate/HWs/Homework1\316\221_movies.ipynb" @@ -1566,6 +1566,16 @@ "execution_count": 0, "outputs": [] }, + { + "cell_type": "markdown", + "metadata": { + "id": "uHmEKky2l5mY", + "colab_type": "text" + }, + "source": [ + "# Κάντε κάποιες αναλύσεις και γραφήματα σχετικά με τα παραπάνω δεδομένα...." + ] + }, { "cell_type": "code", "metadata": { From 79314ef442c4c890440c0dede37e275d74b0b017 Mon Sep 17 00:00:00 2001 From: Costas Mourlas Date: Tue, 5 May 2020 19:18:39 +0300 Subject: [PATCH 21/45] Add files via upload --- Text_Analysis_Classwork.ipynb | 3014 +++++++++++++++++++++++++++++++++ 1 file changed, 3014 insertions(+) create mode 100644 Text_Analysis_Classwork.ipynb diff --git a/Text_Analysis_Classwork.ipynb b/Text_Analysis_Classwork.ipynb new file mode 100644 index 0000000..494af24 --- /dev/null +++ b/Text_Analysis_Classwork.ipynb @@ -0,0 +1,3014 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Εβδομάδα 1 - Εξόρυξη και προετοιμασία κειμένων \n", + "\n", + "\n", + "**Θεωρία**\n", + "\n", + "Η εξόρυξη κειμένων γίνεται όλο και πιο σημαντική αυτά τα χρόνια καθώς έχουν αυξηθεί οι εφαρμογές ιστού που δημιουργούν τέτοια δεδομένα σε μεγάλες ποσότητες. Η εξόρυξη γνώσης γενικά περιγράφεται ως η εξερεύνηση και ανάλυση με αυτόματες ή ημιαυτόματες μεθόδους μεγάλου όγκου δεδομένων για την ανακάλυψη προτύπων και κανόνων με νόημα και εφαρμόζεται στην αναγνώριση σχέσεων σε μεγάλα πολυδιάστατα σύνολα δεδομένων. Ενώ κλασσικές εφαρμογές έχουν συγκεντρωθεί στην επεξεργασία και εξόρυξη κειμένου, η εμφάνιση αυτών των εφαρμογών ιστού απαιτεί καινούριες μεθόδους εξόρυξης και επεξεργασίας, όπως τη συσχέτιση αυτών, στη πολυγλωσσική πληροφορία και την εξόρυξη κειμένων - πολυμέσων όπως εικόνες ή βίντεο. Το κύριο χαρακτηριστικό που κάνει τα δεδομένα κειμένου να διαφέρουν από άλλες μορφές δεδομένων είναι η αραιότητα τους και η υψηλή τους διαστατικότητα. Για παράδειγμα μια συλλογή κειμένων μπορεί να αποτελείται από ένα λεξικό από χιλιάδες λέξεις (π.χ. το αγγλικό λεξικό Oxford Dictionary) αλλά ένα κείμενο μπορεί να περιέχει λίγες εκατοντάδες λέξεις.\n", + "\n", + "**Εφαρμογές και μέθοδοι εξόρυξης κειμένου**\n", + "\n", + "Η εξόρυξη κειμένου ή ανακάλυψη γνώσης από κείμενα αναφέρεται στη διαδικασία της εξαγωγής πληροφορίας υψηλής ποιότητας από κείμενα (π.χ. δομημένα όπως σε μορφή csv, ημιδομημένα όπως XML,JSON ή αδόμητα όπως κείμενα, βίντεο και εικόνες). Αυτή καλύπτει μια μεγάλη γκάμα θεματολογίας και αλγορίθμων για την ανάλυση κειμένων που επεκτείνεται σε πολλές κοινότητες όπως την ανάκτηση πληροφορίας, επεξεργασία φυσικής γλώσσας και μηχανική μάθηση.\n", + "\n", + "**Information Retrieval (IR)** : Η ανάκτηση πληροφορίας είναι η διαδικασία εύρεσης πηγών πληροφορίας (συνήθως κείμενα) από μια συλλογή αδόμητων συνόλων δεδομένων. Επομένως η ανάκτηση πληροφορίας επικεντρώνεται περισσότερο στην διευκόλυνση εύρεσης της πληροφορίας παρά την ανάλυση της και την εύρεση προτύπων σε αυτή. Η ανάκτηση πληροφορίας δίνει λιγότερη προτεραιότητα στην επεξεργασία ή στο μετασχηματισμό του κειμένου ενώ η εξόρυξη γνώσης πάει ένα βήμα παρακάτω και αναλύει την πληροφορία για καλύτερη κατανόηση αυτής.\n", + "\n", + "\n", + "Ξεκινάμε με εισαγωγή κειμένων διαφόρων μορφών (PDFs, HTML, Word) και κατάλληλη προετοιμασία, ώστε να μπορούν να \"διαβαστούν\" και να αναλυθούν από τους υπολογιστές. \n", + "\n", + "Στο συγκεκριμένο notebook θα εξετάσουμε με ποιον τρόπο μπορούμε να ανακτήσουμε κέιμενα που βρίσκονται αναρτημένα στο διαδίκτυο (scraping), σε μορφή HTML, PDF και Word. Στην συνέχεια θα δοκιμάσουμε να περιηγηθούμε μέσω υπερσυνδέσεων για να δημιουργήσουμε ένα δείγμα από online περιεχόμενο, με την τεχνική \"spidering\" ή με την χρήση APIs, (Application Programming Interfaces), που παρέχονται ορισμένες φορές από τις διάφορες εταιρείες σε προγραμματιστές και παρέχουν πρόσβαση στο περιεχόμενό τους. \n", + "\n", + "Στην συνέχεια των μαθημάτων θα δοκιμάσουμε regular expressions, για να \"καθαρίσουμε\" τα κείμενα από ανεπιθύμητο περιεχόμενο όπως σημεία στίξης, μορφοποιήσεις κ.λπ.\n", + "\n", + "Στο τέλος θα εξερευνήσουμε τους τρόπους με τους οποίους μπορούμε να αποθηκέυσουμε το κείμενο, ώστε να είναι έτοιμο για ανάλυση. \n", + "\n", + "Για το συγκεκριμένο notebook θα χρειαστούμε τα εξής πακέτα: " + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "#Τα παρακάτω πακέτα θα εγξατασταθούν με την εντολή pip\n", + "import requests #βιβλιοθήκη για http requests\n", + "import bs4 #ονομάζεται `beautifulsoup4`, και είναι ένας html parser\n", + "import pandas #δημιουργεί DataFrames\n", + "import docx #διαβάζει MS doc files, για εγκατάσταση θέλουμε το `python-docx`\n", + "\n", + "#Πακέτο για επεξεργασία pdfs\n", + "#Εγκατάσταση ως `pdfminer2`\n", + "import pdfminer.pdfinterp\n", + "import pdfminer.converter\n", + "import pdfminer.layout\n", + "import pdfminer.pdfpage\n", + "\n", + "#Tα παρακάτω υπάρχουν στην Python\n", + "import re #regexs\n", + "import urllib.parse #ένωση urls\n", + "import io #κάνει τα http requests να μοιάζουν με αρχεία\n", + "import json #API responses\n", + "import os.path #Τσεκάρει ότι υπάρχουν τα αρχεία \n", + "import os #Δημιουργεί directories" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Θα δουλέψουμε επίσης με τα παρακάτω αρχεία και urls" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "wikipedia_base_url = 'https://en.wikipedia.org'\n", + "wikipedia_content_analysis = 'https://en.wikipedia.org/wiki/Content_analysis'\n", + "content_analysis_save = 'wikipedia_content_analysis.html'\n", + "example_text_file = 'sometextfile.txt'\n", + "information_extraction_pdf = 'https://github.com/Computational-Content-Analysis-2018/Data-Files/raw/master/1-intro/Content%20Analysis%2018.pdf'\n", + "example_docx = 'https://github.com/Computational-Content-Analysis-2018/Data-Files/raw/master/1-intro/macs6000_connecting_to_midway.docx'\n", + "example_docx_save = 'example.docx'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Scraping\n", + "\n", + "Πριν ξεκινήσει η ανάλυση περιεχομένου πρέπει να έχουμε το περιεχόμενο στην κατοχή μας. Μερικές φορές μπορεί να φτάσει στα χέρια μας ήδη \"καθαρό\" και έτοιμο για χρήση ως αρχείο κειμένου και άλλες φορές θα χρειαστεί να το κατεβάσουμε από το διαδίκτυο.\n", + "\n", + "Για αρχή ας δοκιμάσουμε να κατεβάσουμε μια σελίδα από το wikipedia για ανάλυση περιεχομένου. \n", + "\n", + "Η σελίδα βρίσκεται στο (https://en.wikipedia.org/wiki/Content_analysis)\n", + "\n", + "Θα χρησιμοποιήσουμε μία HTTP GET request για το συγκεκριμένο url, μια GET request είναι ένα απλό αίτημα στον server για να μας δώσει το περιεχόμενο αυτού του url. Ένα άλλο είδος είναι το POST request και πρόκειται για ένα αίτημα στο οποίο ζητάμε εμείς από τον server να πάρει ένα αρχείο που του δίνουμε. \n", + "\n", + "Παρόλο που η Python έχει ήδη μια βιβλιοθήκη για GET requests, εμείς θα χρησιμοποιούμε την \n", + "[_requests_](http://docs.python-requests.org/en/master/) γιατί είναι πιο εύχρηστη." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#wikipedia_content_analysis = 'https://en.wikipedia.org/wiki/Content_analysis'\n", + "requests.get(wikipedia_content_analysis)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`'Response [200]'` σημαίνει ότι ο server ανταποκρίθηκε σε αυτό που του ζητήσαμε. Αν παίρναμε άλλον αριθμό (π.χ. 404) θα σήμαινε ότι υπάρχει κάποιο error. \n", + "\n", + "Υπάρχει λίστα με όλους τους διαθέσιμους κωδικούς από HTTP response codes εδώ: \n", + "[here](https://en.wikipedia.org/wiki/List_of_HTTP_status_codes). \n", + "\n", + "To response διαθέτει όλα τα data που μας έστειλε ο server, το περιεχόμενο του website και το HTTP header. Εμάς μας ενδιαφέρει το περιεχόμενο που μπορούμε να το προσπελάσουμε με την εντολή `.text`." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "Content analysis - Wikipedia\n", + "