{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "read_text_file1.ipynb", "provenance": [], "collapsed_sections": [], "mount_file_id": "115TA8zGGYeTcpbSFyc0oSuuCeQAg2OdF", "authorship_tag": "ABX9TyMT76RccOLdkPTVZoHRNBud", "include_colab_link": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "\"Open" ] }, { "cell_type": "markdown", "source": [ "## To read the speech by Fed Governor Christopher Waller on May 30 2020 on US inflation.....\n", "Source: https://www.federalreserve.gov/newsevents/speech/waller20220530a.htm" ], "metadata": { "id": "RGjzqHdrV9_r" } }, { "cell_type": "markdown", "source": [ "Since Google Colab is built on Linux we can execute Linux commands in Colab and one of the commands to retrieve datasets is `wget`. `wget` stands for 'web get' and using this command will retrieve the dataset directly from the source straight to the Google Drive without being downloaded to your computer." ], "metadata": { "id": "UMtin3HmbtdZ" } }, { "cell_type": "code", "source": [ "!wget https://raw.githubusercontent.com/cyrus723/my-first-binder/main/data/waller05302022.txt" ], "metadata": { "id": "GxHafdv66JhB", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2422b271-87fe-4507-f5d1-48dff4125333" }, "execution_count": 6, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "--2022-06-04 06:15:18-- https://raw.githubusercontent.com/cyrus723/my-first-binder/main/data/waller05302022.txt\n", "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 26156 (26K) [text/plain]\n", "Saving to: ‘waller05302022.txt’\n", "\n", "\rwaller05302022.txt 0%[ ] 0 --.-KB/s \rwaller05302022.txt 100%[===================>] 25.54K --.-KB/s in 0.001s \n", "\n", "2022-06-04 06:15:18 (18.2 MB/s) - ‘waller05302022.txt’ saved [26156/26156]\n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "`read()` – read all text from a file into a string. This method is useful if you have a small file and you want to manipulate the whole text of that file.\n", "\n", "`readline()` – read the text file line by line and return all the lines as strings.\n", "\n", "`readlines()` – read all the lines of the text file and return them as a list of strings." ], "metadata": { "id": "rJQi53JWxGkr" } }, { "cell_type": "code", "metadata": { "id": "__TNs3DOBiC0", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "a0c4bda3-de8c-4265-fed8-4c32a4b1eec5" }, "source": [ "#Open the text file :\n", "text_file = open(\"waller05302022.txt\", 'r')\n", "\n", "#Read the data :\n", "text = text_file.read()\n", "\n", "# Let's try to find text_file\n", "print(type(text_file))\n", "print(\"\\n\")\n", "print(50 * '-')\n", "print(\"\\n\")\n", "print(text_file)" ], "execution_count": 19, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "\n", "\n", "--------------------------------------------------\n", "\n", "\n", "<_io.TextIOWrapper name='waller05302022.txt' mode='r' encoding='UTF-8'>\n" ] } ] }, { "cell_type": "code", "source": [ "#Datatype of the data read :\n", "print (type(text))\n", "print(\"\\n\")\n", "#Length of the text :\n", "print (len(text))\n", "print(\"\\n\")\n", "#Print the text :\n", "print(text)" ], "metadata": { "id": "3my6vweUXdPX" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "print(text_file.read()) # print nothing" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "RJWUuDsKXBxz", "outputId": "1e3dd513-4690-44a1-add1-b30b3d90308b" }, "execution_count": 27, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n" ] } ] }, { "cell_type": "markdown", "source": [ "### Now if you try to call the read method again, you will see that nothing will be printed on the console:\n", "This is because once you call the read method, the cursor is moved to the end of the text. Therefore, when you call read again, nothing is displayed since there is no more text to print.\n", "\n", "A solution to this problem is that after calling the `read()` method, call the `seek()` method and pass 0 as the argument. This will move the cursor back to the start of the text file. Look at the following script to see how this works:\n", "\n", "A solution to this problem is that after calling the `read()` method, call the `seek()` method and pass 0 as the argument. This will move the cursor back to the start of the text file. Look at the following script to see how this works:" ], "metadata": { "id": "7wbt09J9bAmN" } }, { "cell_type": "code", "source": [ "text_file.seek(0)\n", "print(text_file.read())" ], "metadata": { "id": "UutWJGIuaI1i" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "In many cases this makes the text easier to work with. For example, we can now easily iterate through each line and print the first word in the line." ], "metadata": { "id": "of7nzwHGfK2A" } }, { "cell_type": "code", "source": [ "text_file.seek(0)\n", "for lines in text_file:\n", " print(lines.split())" ], "metadata": { "id": "yhI_JbIekk6F" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "text_file.close()" ], "metadata": { "id": "Sr2x-ifTaI60" }, "execution_count": 40, "outputs": [] }, { "cell_type": "code", "source": [ "with open(\"waller05302022.txt\", 'r') as f:\n", " contents = f.read()\n", " print(contents)" ], "metadata": { "id": "DsKluRWFx1Dr" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "IT_S6pq0x0qF" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "yGr6hWtWddWu" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "https://urllib3.readthedocs.io/en/stable/" ], "metadata": { "id": "fHsu0rrLdk9y" } }, { "cell_type": "code", "source": [ "import urllib\n", "url='https://raw.githubusercontent.com/cyrus723/my-first-binder/main/data/waller05302022.txt'\n", "myfile = urllib.request.urlopen(url)\n", "\n", "for line in myfile: \n", " print (line) " ], "metadata": { "id": "_dYLH4gRaI_6" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "from urllib import request\n", "url = \"https://raw.githubusercontent.com/cyrus723/my-first-binder/main/data/waller05302022.txt\"\n", "response = request.urlopen(url)\n", "raw = response.read().decode('utf8')\n", "print(len(raw))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Ww-zOt-McJo-", "outputId": "88f86024-615c-4df3-ca66-a0a108dfd796" }, "execution_count": 55, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "26145\n" ] } ] }, { "cell_type": "code", "source": [ "print(type(raw))\n", "print(len(raw))\n", "raw[:75]" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 70 }, "id": "cC2W0BYXpekV", "outputId": "1dbbd583-ca64-48ea-8283-772400a26ebd" }, "execution_count": 58, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "\n", "26145\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "'Thank you, Professor Wieland, for the introduction, and thank you to the In'" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" } }, "metadata": {}, "execution_count": 58 } ] }, { "cell_type": "code", "source": [ "import nltk\n", "nltk.download('punkt')\n", "\n", "tokens = nltk.word_tokenize(raw)\n", "print(50 * \"-\")\n", "print(type(tokens))\n", "print(50 * \"-\")\n", "print(len(tokens))\n", "print(50 * \"-\")\n", "tokens[:10]\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Hsq75poBpfs3", "outputId": "e2143f9b-16bc-402a-8618-e94383d0adc5" }, "execution_count": 59, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[nltk_data] Downloading package punkt to /root/nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", "--------------------------------------------------\n", "\n", "--------------------------------------------------\n", "4800\n", "--------------------------------------------------\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "['Thank',\n", " 'you',\n", " ',',\n", " 'Professor',\n", " 'Wieland',\n", " ',',\n", " 'for',\n", " 'the',\n", " 'introduction',\n", " ',']" ] }, "metadata": {}, "execution_count": 59 } ] }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "CCmwVl3Zo0Kf" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "3zZ7vhVso0E9" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "WzVGZ2jVo0C4" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "https://requests.readthedocs.io/en/latest/" ], "metadata": { "id": "P9WVrQi9d0zw" } }, { "cell_type": "code", "source": [ "import requests \n", "url='https://raw.githubusercontent.com/cyrus723/my-first-binder/main/data/waller05302022.txt'\n", "response = requests.get(url) \n", "print(response.text) \n", "print(type(response))\n", "print(response)\n", "print(type(response.text))\n", "response.text" ], "metadata": { "id": "cGtMAAw-aJGO" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "raw2=response.text\n", "len(raw2)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "4mDIlz_TaJJ_", "outputId": "c012913f-0109-4d26-f002-4939efd0174e" }, "execution_count": 61, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "26145" ] }, "metadata": {}, "execution_count": 61 } ] }, { "cell_type": "code", "source": [ "import nltk\n", "nltk.download('punkt')\n", "\n", "tokens = nltk.word_tokenize(raw2)\n", "print(50 * \"-\")\n", "print(type(tokens))\n", "print(50 * \"-\")\n", "print(len(tokens))\n", "print(50 * \"-\")\n", "tokens[:10]\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "637221c4-108f-4317-8399-bc5085fb6215", "id": "xd6gTWYzzaF8" }, "execution_count": 62, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "[nltk_data] Downloading package punkt to /root/nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", "--------------------------------------------------\n", "\n", "--------------------------------------------------\n", "4800\n", "--------------------------------------------------\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "['Thank',\n", " 'you',\n", " ',',\n", " 'Professor',\n", " 'Wieland',\n", " ',',\n", " 'for',\n", " 'the',\n", " 'introduction',\n", " ',']" ] }, "metadata": {}, "execution_count": 62 } ] }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "d5Aox4-KfNCC" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "kk-wDQ4zdAvF" }, "source": [ "#Import required libraries :\n", "import nltk\n", "from nltk import sent_tokenize\n", "from nltk import word_tokenize\n", "\n", "\n", "import nltk\n", "nltk.download(\"popular\")" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "HPi9rW3FfM-5" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "nR2CzbHWdKrH" }, "source": [ "#Tokenize the text by sentences :\n", "sentences = sent_tokenize(raw2)\n", "\n", "#How many sentences are there? :\n", "print (len(sentences))\n", "\n", "#Print the sentences :\n", "#print(sentences)\n", "sentences" ], "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "QEZXV_jQfM76" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "pUPacHqcdqc1", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "a4273b37-bed2-4c82-d0de-a5f6b4e7019f" }, "source": [ "#Tokenize the text with words :\n", "words = word_tokenize(raw2)\n", "\n", "#How many words are there? :\n", "print (len(words))\n", "print(\"\\n\")\n", "\n", "#Print words :\n", "print (words)\n", "words[:10]" ], "execution_count": 72, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "4800\n", "\n", "\n", "['Thank', 'you', ',', 'Professor', 'Wieland', ',', 'for', 'the', 'introduction', ',', 'and', 'thank', 'you', 'to', 'the', 'Institute', 'for', 'Monetary', 'and', 'Financial', 'Stability', 'for', 'the', 'opportunity', 'to', 'speak', 'to', 'you', 'today.1', 'I', 'come', 'here', 'at', 'a', 'moment', 'of', 'great', 'challenge', 'for', 'Germany', 'and', 'Europe', ',', 'and', 'a', 'moment', 'in', 'which', 'it', 'has', 'never', 'been', 'more', 'evident', 'that', 'the', 'interests', 'of', 'Europe', 'and', 'the', 'United', 'States', 'are', 'closely', 'aligned', '.', 'America', 'stands', 'with', 'Europe', 'in', 'defending', 'Ukraine', 'because', 'we', 'all', 'understand', 'that', 'an', 'assault', 'on', 'democracy', 'in', 'Europe', 'is', 'a', 'threat', 'to', 'democracy', 'everywhere', '.', 'We', 'also', 'face', 'the', 'common', 'challenge', 'of', 'excessive', 'inflation', ',', 'which', 'is', 'no', 'coincidence', ',', 'since', 'Germany', 'and', 'other', 'countries', 'are', 'dealing', 'with', 'many', 'of', 'the', 'same', 'forces', 'driving', 'up', 'inflation', 'in', 'the', 'United', 'States', '.', 'Fortunately', ',', 'in', 'response', 'to', 'this', 'moment', 'of', 'common', 'challenges', 'and', 'interests', ',', 'Europe', 'and', 'the', 'United', 'States', 'have', 'strengthened', 'our', 'ties', 'and', 'I', 'believe', 'we', 'are', 'more', 'unified', 'today', 'than', 'we', 'have', 'been', 'for', 'decades', '.', 'We', 'see', 'that', 'in', 'the', 'deepening', 'and', 'possible', 'broadening', 'of', 'our', 'security', 'commitments', ',', 'and', 'we', 'also', 'see', 'it', 'in', 'the', 'strong', 'commitment', 'that', 'central', 'banks', 'in', 'Europe', 'and', 'elsewhere', 'have', 'made', 'to', 'fight', 'inflation', '.', 'In', 'today', \"'s\", 'distinguished', 'lecture', 'I', 'will', 'deal', 'with', 'two', 'distinct', 'topics', ',', 'both', 'of', 'which', 'I', 'believe', 'will', 'be', 'of', 'interest', '.', 'First', ',', 'I', 'will', 'provide', 'my', 'outlook', 'for', 'the', 'U.S.', 'economy', 'and', 'how', 'the', 'Federal', 'Reserve', 'plans', 'to', 'reduce', 'inflation', 'and', 'achieve', 'our', '2', 'percent', 'target', '.', 'Then', 'I', 'will', 'pivot', 'to', 'a', 'more', 'academic', 'discussion', 'of', 'the', 'labor', 'market', 'and', 'the', 'possibility', 'of', 'a', 'soft', 'landing', 'in', 'which', 'taming', 'inflation', 'does', 'not', 'harm', 'employment', '.', 'Let', 'me', 'start', 'with', 'the', 'economic', 'outlook', 'for', 'the', 'United', 'States', '.', 'Despite', 'a', 'pause', 'early', 'this', 'year', 'in', 'the', 'growth', 'of', 'real', 'gross', 'domestic', 'product', '(', 'GDP', ')', ',', 'the', 'U.S.', 'economy', 'continues', 'to', 'power', 'along', 'at', 'a', 'healthy', 'pace', '.', 'The', 'contraction', 'in', 'output', 'reported', 'in', 'the', 'first', 'quarter', 'was', 'due', 'to', 'swings', 'in', 'two', 'volatile', 'categories', ',', 'inventories', 'and', 'net', 'exports', ',', 'and', 'I', 'do', \"n't\", 'expect', 'them', 'to', 'be', 'repeated', '.', 'Consumer', 'spending', 'and', 'business', 'investment', ',', 'which', 'are', 'the', 'bedrock', 'of', 'GDP', ',', 'were', 'both', 'strong', ',', 'and', 'more', 'recent', 'data', 'point', 'toward', 'solid', 'demand', 'and', 'continuing', 'momentum', 'in', 'the', 'economy', 'that', 'will', 'sustain', 'output', 'growth', 'in', 'the', 'months', 'ahead', '.', 'Another', 'sign', 'of', 'strength', 'is', 'the', 'labor', 'market', ',', 'which', 'has', 'created', '2', 'million', 'jobs', 'in', 'the', 'first', 'four', 'months', 'of', '2022', 'at', 'a', 'remarkably', 'steady', 'pace', 'that', 'is', 'down', 'only', 'slightly', 'from', 'the', '562,000', 'a', 'month', 'last', 'year', '.', 'Unemployment', 'is', 'near', 'a', '50-year', 'low', ',', 'and', 'both', 'the', 'low', 'numbers', 'of', 'people', 'filing', 'for', 'unemployment', 'benefits', 'and', 'the', 'high', 'number', 'of', 'job', 'openings', 'indicate', 'that', 'the', 'slowdown', 'in', 'the', 'economy', 'from', 'the', 'fast', 'pace', 'of', 'last', 'year', 'is', \"n't\", 'yet', 'weighing', 'on', 'the', 'job', 'market', '.', 'Some', 'look', 'at', 'labor', 'force', 'participation', ',', 'which', 'is', 'below', 'its', 'pre-COVID-19', 'level', ',', 'as', 'leaving', 'a', 'lot', 'of', 'room', 'for', 'improvement', '.', 'However', ',', 'there', 'are', 'underlying', 'factors', 'that', 'explain', 'why', 'participation', 'is', 'depressed', ',', 'including', 'early', 'retirements', 'and', 'individual', 'choices', 'associated', 'with', 'COVID', 'concerns', '.', 'Whatever', 'the', 'cause', ',', 'low', 'participation', 'has', 'contributed', 'to', 'the', 'fact', 'that', 'there', 'are', 'two', 'job', 'vacancies', 'for', 'every', 'one', 'person', 'counted', 'looking', 'for', 'a', 'job', ',', 'a', 'record', 'high', '.', 'Before', 'the', 'pandemic', ',', 'when', 'the', 'labor', 'market', 'was', 'in', 'very', 'solid', 'shape', ',', 'there', 'was', 'one', 'vacancy', 'for', 'every', 'two', 'unemployed', 'people', '.', 'As', 'I', 'will', 'explain', ',', 'this', 'very', 'tight', 'labor', 'market', 'has', 'implications', 'for', 'inflation', 'and', 'the', 'Fed', \"'s\", 'plans', 'for', 'reducing', 'inflation', '.', 'But', 'on', 'its', 'own', 'terms', ',', 'we', 'need', 'to', 'recognize', 'that', 'robust', 'job', 'creation', 'is', 'an', 'underlying', 'strength', 'of', 'the', 'U.S.', 'economy', ',', 'which', 'is', 'expanding', 'its', 'productive', 'capacity', 'and', 'supporting', 'personal', 'income', 'and', 'ongoing', 'economic', 'growth', ',', 'in', 'the', 'face', 'of', 'other', 'challenges', '.', 'Let', 'me', 'turn', 'now', 'to', 'the', 'outlook', 'for', 'the', 'Fed', \"'s\", 'top', 'priority', ',', 'inflation', '.', 'I', 'said', 'in', 'December', 'that', 'inflation', 'was', 'alarmingly', 'high', ',', 'and', 'it', 'has', 'remained', 'so', '.', 'The', 'April', 'consumer', 'price', 'index', '(', 'CPI', ')', 'was', 'up', '8.3', 'percent', 'year', 'over', 'year', '.', 'This', 'headline', 'number', 'was', 'a', 'slight', 'decline', 'from', '8.5', 'percent', 'in', 'March', 'but', 'primarily', 'due', 'to', 'a', 'drop', 'in', 'volatile', 'gasoline', 'prices', 'that', 'we', 'know', 'surged', 'again', 'this', 'month', '.', 'Twelve-month', '``', 'core', \"''\", 'inflation', ',', 'which', 'strips', 'out', 'volatile', 'food', 'and', 'energy', 'prices', ',', 'was', 'also', 'down', 'slightly', 'to', '6.2', 'percent', 'in', 'April', ',', 'from', '6.5', 'percent', 'the', 'month', 'before', ',', 'but', 'the', '0.6', 'percent', 'monthly', 'increase', 'from', 'March', 'was', 'an', 'acceleration', 'from', 'the', 'February', 'to', 'March', 'rate', 'and', 'still', 'too', 'high', '.', 'Meanwhile', ',', 'the', 'Fed', \"'s\", 'preferred', 'measure', 'based', 'on', 'personal', 'consumption', 'expenditures', '(', 'PCE', ')', 'recorded', 'headline', 'inflation', 'of', '6.3', 'percent', 'and', 'core', 'of', '4.9', 'percent', '.', 'These', 'lower', 'readings', 'relative', 'to', 'CPI', 'reflect', 'differences', 'in', 'the', 'weights', 'of', 'various', 'categories', 'across', 'these', 'indexes', '.', 'No', 'matter', 'which', 'measure', 'is', 'considered', ',', 'however', ',', 'headline', 'inflation', 'has', 'come', 'in', 'above', '4', 'percent', 'for', 'about', 'a', 'year', 'and', 'core', 'inflation', 'is', 'not', 'coming', 'down', 'enough', 'to', 'meet', 'the', 'Fed', \"'s\", 'target', 'anytime', 'soon', '.', 'Inflation', 'this', 'high', 'affects', 'everyone', 'but', 'is', 'especially', 'painful', 'for', 'lower-', 'and', 'middle-income', 'households', 'that', 'spend', 'a', 'large', 'share', 'of', 'their', 'income', 'on', 'shelter', ',', 'groceries', ',', 'gasoline', ',', 'and', 'other', 'necessities', '.', 'It', 'is', 'the', 'FOMC', \"'s\", 'job', 'to', 'meet', 'our', 'price', 'stability', 'mandate', 'and', 'get', 'inflation', 'down', ',', 'and', 'we', 'are', 'determined', 'to', 'do', 'so', '.', 'The', 'forces', 'driving', 'inflation', 'today', 'are', 'the', 'same', 'ones', 'that', 'emerged', 'a', 'year', 'ago', '.', 'The', 'combination', 'of', 'strong', 'consumer', 'demand', 'and', 'supply', 'constraints—both', 'bottlenecks', 'and', 'a', 'shortage', 'of', 'workers', 'relative', 'to', 'labor', 'demand—is', 'generating', 'very', 'high', 'inflation', '.', 'We', 'can', 'argue', 'about', 'whether', 'supply', 'or', 'demand', 'is', 'a', 'greater', 'factor', ',', 'but', 'the', 'details', 'have', 'no', 'bearing', 'on', 'the', 'fact', 'that', 'we', 'are', 'not', 'meeting', 'the', 'FOMC', \"'s\", 'price', 'stability', 'mandate', '.', 'What', 'I', 'care', 'about', 'is', 'getting', 'inflation', 'down', 'so', 'that', 'we', 'avoid', 'a', 'lasting', 'escalation', 'in', 'the', 'public', \"'s\", 'expectations', 'of', 'future', 'inflation', '.', 'Once', 'inflation', 'expectations', 'become', 'unanchored', 'in', 'this', 'way', ',', 'it', 'is', 'very', 'difficult', 'and', 'economically', 'painful', 'to', 'lower', 'them', '.', 'While', 'it', 'is', 'not', 'surprising', 'that', 'inflation', 'expectations', 'for', 'the', 'next', 'year', 'are', 'up', ',', 'since', 'current', 'inflation', 'is', 'high', ',', 'what', 'I', 'focus', 'on', 'is', 'longer-term', 'inflation', 'expectations', '.', 'Recent', 'data', 'that', 'try', 'to', 'measure', 'longer-term', 'expectations', 'are', 'mixed', '.', 'Overall', ',', 'my', 'assessment', 'is', 'that', 'longer-range', 'inflation', 'expectations', 'have', 'moved', 'up', 'from', 'a', 'level', 'that', 'was', 'consistent', 'with', 'trend', 'inflation', 'below', '2', 'percent', 'to', 'a', 'level', 'that', \"'s\", 'consistent', 'with', 'underlying', 'inflation', 'a', 'little', 'above', '2', 'percent', '.', 'I', 'will', 'be', 'watching', 'that', 'these', 'expectations', 'do', 'not', 'continue', 'to', 'rise', 'because', 'longer-term', 'inflation', 'expectations', 'influence', 'near', 'term', 'inflation', ',', 'as', 'well', 'as', 'our', 'ability', 'to', 'achieve', 'our', '2', 'percent', 'target', '.', 'When', 'they', 'are', 'anchored', ',', 'they', 'influence', 'spending', 'decisions', 'today', 'in', 'a', 'way', 'that', 'helps', 'inflation', 'move', 'toward', 'our', 'target', '.', 'To', 'ensure', 'these', 'longer-term', 'expectations', 'do', 'not', 'move', 'up', 'broadly', ',', 'the', 'Federal', 'Reserve', 'has', 'tools', 'to', 'reduce', 'demand', ',', 'which', 'should', 'ease', 'inflation', 'pressures', '.', 'And', ',', 'over', 'time', ',', 'supply', 'constraints', 'will', 'resolve', 'to', 'help', 'rein', 'in', 'price', 'increases', 'as', 'well', ',', 'although', 'we', 'do', \"n't\", 'know', 'how', 'soon', '.', 'I', 'can', 'not', 'emphasize', 'enough', 'that', 'my', 'FOMC', 'colleagues', 'and', 'I', 'are', 'united', 'in', 'our', 'commitment', 'to', 'do', 'what', 'it', 'takes', 'to', 'bring', 'inflation', 'down', 'and', 'achieve', 'the', 'Fed', \"'s\", '2', 'percent', 'target', '.', 'Since', 'the', 'start', 'of', 'this', 'year', ',', 'the', 'FOMC', 'has', 'raised', 'the', 'target', 'range', 'for', 'the', 'federal', 'funds', 'rate', 'by', '75', 'basis', 'points', ',', 'with', '50', 'basis', 'points', 'of', 'that', 'increase', 'coming', 'at', 'our', 'meeting', 'earlier', 'this', 'month', '.', 'We', 'also', 'issued', 'forward', 'guidance', 'about', 'the', 'likely', 'path', 'of', 'policy', '.', 'The', 'May', 'FOMC', 'statement', 'said', 'the', 'Committee', '``', 'anticipates', 'that', 'ongoing', 'increases', 'in', 'the', 'target', 'range', 'will', 'be', 'appropriate', '.', \"''\", 'I', 'support', 'tightening', 'policy', 'by', 'another', '50', 'basis', 'points', 'for', 'several', 'meetings', '.', 'In', 'particular', ',', 'I', 'am', 'not', 'taking', '50', 'basis-point', 'hikes', 'off', 'the', 'table', 'until', 'I', 'see', 'inflation', 'coming', 'down', 'closer', 'to', 'our', '2', 'percent', 'target', '.', 'And', ',', 'by', 'the', 'end', 'of', 'this', 'year', ',', 'I', 'support', 'having', 'the', 'policy', 'rate', 'at', 'a', 'level', 'above', 'neutral', 'so', 'that', 'it', 'is', 'reducing', 'demand', 'for', 'products', 'and', 'labor', ',', 'bringing', 'it', 'more', 'in', 'line', 'with', 'supply', 'and', 'thus', 'helping', 'rein', 'in', 'inflation', '.', 'This', 'is', 'my', 'projection', 'today', ',', 'given', 'where', 'we', 'stand', 'and', 'how', 'I', 'expect', 'the', 'economy', 'to', 'evolve', '.', 'Of', 'course', ',', 'my', 'future', 'decisions', 'will', 'depend', 'on', 'incoming', 'data', '.', 'In', 'the', 'next', 'couple', 'of', 'weeks', ',', 'for', 'example', ',', 'the', 'May', 'employment', 'and', 'CPI', 'reports', 'will', 'be', 'released', '.', 'Those', 'are', 'two', 'key', 'pieces', 'of', 'data', 'I', 'will', 'be', 'watching', 'to', 'get', 'information', 'about', 'the', 'continuing', 'strength', 'of', 'the', 'labor', 'market', 'and', 'about', 'the', 'momentum', 'in', 'price', 'increases', '.', 'Over', 'a', 'longer', 'period', ',', 'we', 'will', 'learn', 'more', 'about', 'how', 'monetary', 'policy', 'is', 'affecting', 'demand', 'and', 'how', 'supply', 'constraints', 'are', 'evolving', '.', 'If', 'the', 'data', 'suggest', 'that', 'inflation', 'is', 'stubbornly', 'high', ',', 'I', 'am', 'prepared', 'to', 'do', 'more', '.', 'My', 'plan', 'for', 'rate', 'hikes', 'is', 'roughly', 'in', 'line', 'with', 'the', 'expectations', 'of', 'financial', 'markets', '.', 'As', 'seen', 'in', 'slide', '1', ',', 'federal', 'funds', 'futures', 'are', 'pricing', 'in', 'roughly', '50', 'basis', 'point', 'hikes', 'at', 'the', 'FOMC', \"'s\", 'next', 'two', 'meetings', 'and', 'expecting', 'the', 'year-end', 'policy', 'rate', 'to', 'be', 'around', '2.65', 'percent', '.', 'So', ',', 'in', 'total', ',', 'markets', 'expect', 'about', '2.5', 'percentage', 'points', 'of', 'tightening', 'this', 'year', '.', 'This', 'expectation', 'represents', 'a', 'significant', 'degree', 'of', 'policy', 'tightening', ',', 'consistent', 'with', 'the', 'FOMC', \"'s\", 'commitment', 'to', 'get', 'inflation', 'back', 'under', 'control', 'and', ',', 'if', 'we', 'need', 'to', 'do', 'more', ',', 'we', 'will', '.', 'These', 'current', 'and', 'anticipated', 'policy', 'actions', 'have', 'already', 'resulted', 'in', 'a', 'significant', 'tightening', 'of', 'financial', 'conditions', '.', 'The', 'benchmark', '10-year', 'Treasury', 'security', 'began', 'the', 'year', 'at', 'a', 'yield', 'of', 'around', '1.5', 'percent', 'and', 'has', 'risen', 'to', 'around', '2.8', 'percent', '.', 'Rates', 'for', 'home', 'mortgages', 'are', 'up', '200', 'basis', 'points', ',', 'and', 'other', 'credit', 'financing', 'costs', 'have', 'followed', 'suit', '.', 'Higher', 'rates', 'make', 'it', 'more', 'expensive', 'to', 'finance', 'spending', 'and', 'investment', 'which', 'should', 'help', 'reduce', 'demand', 'and', 'contribute', 'to', 'lower', 'inflation', '.', 'In', 'addition', 'to', 'raising', 'rates', ',', 'the', 'FOMC', 'further', 'tightened', 'monetary', 'policy', 'by', 'ending', 'asset', 'purchases', 'in', 'March', 'and', 'then', 'agreeing', 'to', 'start', 'reducing', 'our', 'holdings', 'of', 'securities', ',', 'a', 'process', 'that', 'begins', 'June', '1', '.', 'By', 'allowing', 'securities', 'to', 'mature', 'without', 'reinvesting', 'them', ',', 'the', 'Fed', \"'s\", 'balance', 'sheet', 'will', 'shrink', '.', 'We', 'will', 'phase', 'in', 'the', 'amount', 'of', 'redemptions', 'over', 'three', 'months', '.', 'By', 'September', ',', 'we', 'anticipate', 'having', 'up', 'to', '$', '95', 'billion', 'of', 'securities', 'rolling', 'off', 'the', 'Fed', \"'s\", 'portfolio', 'each', 'month', '.', 'This', 'pace', 'will', 'reduce', 'the', 'Fed', \"'s\", 'securities', 'holdings', 'by', 'about', '$', '1', 'trillion', 'over', 'the', 'next', 'year', ',', 'and', 'the', 'reductions', 'will', 'continue', 'until', 'securities', 'holdings', 'are', 'deemed', 'close', 'to', 'the', 'ample', 'levels', 'needed', 'to', 'implement', 'policy', 'efficiently', 'and', 'effectively', '.', 'Although', 'estimates', 'are', 'highly', 'uncertain', ',', 'using', 'a', 'variety', 'of', 'models', 'and', 'assumptions', ',', 'the', 'overall', 'reduction', 'in', 'the', 'balance', 'sheet', 'is', 'estimated', 'to', 'be', 'equivalent', 'to', 'a', 'couple', 'of', '25-basis-point', 'rate', 'hikes', '.', 'All', 'these', 'actions', 'have', 'the', 'goal', 'of', 'bringing', 'inflation', 'down', 'toward', 'the', 'FOMC', \"'s\", '2', 'percent', 'target', '.', 'Increased', 'rates', 'and', 'a', 'smaller', 'balance', 'sheet', 'raise', 'the', 'cost', 'of', 'borrowing', 'and', 'thus', 'reduce', 'household', 'and', 'business', 'demand', '.', 'On', 'top', 'of', 'this', ',', 'I', 'also', 'hope', 'that', 'over', 'time', 'supply', 'problems', 'resolve', 'and', 'help', 'lower', 'inflation', '.', 'But', 'the', 'Fed', 'is', \"n't\", 'waiting', 'for', 'these', 'supply', 'constraints', 'to', 'resolve', '.', 'We', 'have', 'the', 'tools', 'and', 'the', 'will', 'to', 'make', 'substantial', 'progress', 'toward', 'our', 'target', '.', 'The', 'United', 'States', 'is', 'not', 'alone', 'in', 'facing', 'excessive', 'inflation', ',', 'and', 'other', 'central', 'banks', 'also', 'are', 'responding', '.', 'There', 'is', 'a', 'global', 'shift', 'toward', 'monetary', 'tightening', '.', 'In', 'the', 'euro', 'area', ',', 'headline', 'inflation', 'continued', 'to', 'edge', 'up', 'in', 'April', ',', 'to', '7.5', 'percent', ',', 'while', 'its', 'version', 'of', 'core', 'inflation', 'increased', 'from', '2.9', 'percent', 'to', '3.5', 'percent', '.', 'Based', 'on', 'this', 'broadening', 'of', 'price', 'pressures', ',', 'communication', 'by', 'the', 'European', 'Central', 'Bank', '(', 'ECB', ')', 'is', 'widely', 'interpreted', 'as', 'signaling', 'that', 'it', 'will', 'likely', 'start', 'raising', 'its', 'policy', 'rate', 'this', 'summer', 'and', 'that', 'it', 'could', 'raise', 'rates', 'a', 'few', 'times', 'before', 'year-end', '.', 'Policy', 'tightening', 'started', 'last', 'year', ',', 'as', 'emerging', 'markets', 'including', 'Mexico', 'and', 'Brazil', 'increased', 'rates', 'substantially', 'amid', 'expectations', 'of', 'accelerating', 'inflation', '.', 'Several', 'advanced-economy', 'central', 'banks', ',', 'including', 'the', 'Bank', 'of', 'England', ',', 'began', 'raising', 'interest', 'rates', 'in', 'the', 'second', 'half', 'of', 'last', 'year', '.', 'Like', 'the', 'Fed', ',', 'the', 'Bank', 'of', 'Canada', 'lifted', 'off', 'in', 'March', 'and', ',', 'also', 'like', 'the', 'Fed', ',', 'picked', 'up', 'the', 'pace', 'of', 'tightening', 'with', 'a', 'rate', 'hike', 'of', '50', 'basis', 'points', 'at', 'its', 'most', 'recent', 'meeting', '.', 'Central', 'banks', 'in', 'Australia', 'and', 'Sweden', 'pivoted', 'sharply', 'to', 'hike', 'rates', 'at', 'their', 'most', 'recent', 'meetings', 'after', 'previously', 'saying', 'that', 'such', 'moves', 'were', 'not', 'likely', 'anytime', 'soon', '.', 'Slide', '2', 'shows', 'the', 'similarly', 'timed', 'policy', 'responses', 'across', 'advanced', 'and', 'emerging', 'economy', 'central', 'banks', 'in', 'terms', 'of', 'actual', 'and', 'anticipated', 'increases', 'in', 'their', 'policy', 'rates', '.', 'Emerging', 'market', 'economies', 'started', 'the', 'year', 'with', 'a', 'policy', 'rate', 'that', 'averaged', 'around', '3.5', 'percent', ',', 'and', 'they', 'are', 'expected', 'to', 'end', 'the', 'year', 'averaging', 'a', 'bit', 'over', '5', 'percent', '.', 'Advanced', 'foreign', 'economies', 'started', 'a', 'bit', 'below', 'zero', 'and', 'at', 'this', 'point', 'are', 'expected', 'to', 'move', 'up', ',', 'on', 'average', ',', 'by', 'around', '1', 'percentage', 'point', '.', 'This', 'worldwide', 'increase', 'in', 'policy', 'rates', ',', 'unfortunately', ',', 'reflects', 'the', 'fact', 'that', '\\xadhigh', 'inflation', 'is', 'a', 'global', 'problem', ',', 'which', 'central', 'banks', 'around', 'the', 'world', 'recognize', 'must', 'be', 'addressed', '.', 'Finally', ',', 'like', 'the', 'Fed', ',', 'many', 'other', 'advanced-economy', 'central', 'banks', 'that', 'expanded', 'their', 'balance', 'sheets', 'over', 'the', 'past', 'two', 'years', 'are', 'now', 'reversing', 'course', '.', 'In', 'recent', 'months', ',', 'as', 'shown', 'in', 'slide', '3', ',', 'the', 'Bank', 'of', 'Canada', 'and', 'Bank', 'of', 'England', 'have', 'begun', 'to', 'shrink', 'their', 'balance', 'sheets', 'by', 'stopping', 'full', 'reinvestment', 'of', 'maturing', 'assets', ',', 'similar', 'to', 'what', 'the', 'Fed', 'will', 'commence', 'in', 'June', '.', 'Although', 'the', 'ECB', 'has', 'committed', 'to', 'reinvesting', 'maturing', 'assets', 'for', 'quite', 'some', 'time', ',', 'it', 'has', 'tapered', 'net', 'purchases', 'substantially', 'since', 'last', 'year', 'and', 'has', 'indicated', 'it', 'will', 'likely', 'end', 'those', 'purchases', 'early', 'in', 'the', 'third', 'quarter', '.', 'Some', 'have', 'expressed', 'concern', 'that', 'the', 'Fed', 'can', 'not', 'raise', 'interest', 'rates', 'to', 'arrest', 'inflation', 'while', 'also', 'avoiding', 'a', 'sharp', 'slowdown', 'in', 'economic', 'growth', 'and', 'significant', 'damage', 'to', 'the', 'labor', 'market', '.', 'One', 'argument', 'in', 'this', 'regard', 'warns', 'that', 'policy', 'tightening', 'will', 'reduce', 'the', 'current', 'high', 'level', 'of', 'job', 'vacancies', 'and', 'push', 'up', 'unemployment', 'substantially', ',', 'based', 'on', 'the', 'historical', 'relationship', 'between', 'these', 'two', 'pieces', 'of', 'data', ',', 'which', 'is', 'depicted', 'by', 'something', 'called', 'the', 'Beveridge', 'curve', '.', 'Because', 'I', 'am', 'now', 'among', 'fellow', 'students', 'of', 'economics', ',', 'I', 'wanted', 'to', 'take', 'a', 'moment', 'to', 'show', 'why', 'this', 'statement', 'may', 'not', 'be', 'correct', 'in', 'current', 'circumstances', '.', 'First', ',', 'a', 'little', 'background', '.', 'The', 'relationship', 'between', 'vacancies', 'and', 'the', 'unemployment', 'rate', 'is', 'shown', 'in', 'slide', '4', '.', 'The', 'blue', 'dots', 'in', 'the', 'figure', 'show', 'observations', 'of', 'the', 'vacancy', 'rate', 'and', 'the', 'unemployment', 'rate', 'between', '2000', 'and', '2018', '.', 'The', 'black', 'curve', 'is', 'the', 'fitted', 'relationship', 'between', 'the', 'log', 'of', 'vacancies', 'and', 'the', 'log', 'of', 'unemployment', 'over', 'this', 'period', '.', 'It', 'has', 'a', 'somewhat', 'flat', ',', 'downward', 'slope', '.', 'From', 'this', ',', 'the', 'argument', 'goes', ',', 'policy', 'to', 'slow', 'demand', 'and', 'push', 'down', 'vacancies', 'requires', 'moving', 'along', 'this', 'curve', 'and', 'increasing', 'the', 'unemployment', 'rate', 'substantially', '.', 'But', 'there', \"'s\", 'another', 'perspective', 'about', 'what', 'a', 'reduction', 'in', 'vacancies', 'implies', 'for', 'unemployment', 'that', 'is', 'just', 'as', 'plausible', ',', 'if', 'not', 'more', 'so', '.', 'Slide', '5', 'shows', 'the', 'same', 'observations', 'as', 'slide', '4', 'but', 'also', 'adds', 'observations', 'from', 'the', 'pandemic', '.', 'The', 'two', 'larger', 'red', 'dots', 'show', 'the', 'most', 'recent', 'observation', ',', 'March', '2022', ',', 'and', 'January', '2019', ',', 'when', 'the', 'vacancy', 'rate', 'had', 'achieved', 'its', 'highest', 'rate', 'before', 'the', 'pandemic', '.', 'These', 'two', 'dots', 'suggest', 'that', 'the', 'vacancy', 'rate', 'can', 'be', 'reduced', 'substantially', ',', 'from', 'the', 'current', 'level', 'to', 'the', 'January', '2019', 'level', ',', 'while', 'still', 'leaving', 'the', 'level', 'of', 'vacancies', 'consistent', 'with', 'a', 'strong', 'labor', 'market', 'and', 'with', 'a', 'low', 'level', 'of', 'unemployment', ',', 'such', 'as', 'we', 'had', 'in', '2019', '.', 'To', 'see', 'why', 'this', 'is', 'a', 'plausible', 'outcome', ',', 'I', 'first', 'need', 'to', 'digress', 'a', 'bit', 'to', 'discuss', 'the', 'important', 'determinants', 'of', 'unemployment', '.', 'Many', 'factors', 'influence', 'the', 'unemployment', 'rate', ',', 'and', 'vacancies', 'are', 'just', 'one', '.', 'Thus', ',', 'to', 'understand', 'how', 'a', 'lower', 'vacancy', 'rate', 'would', 'influence', 'unemployment', 'going', 'forward', ',', 'we', 'need', 'to', 'separate', 'the', 'direct', 'effect', 'of', 'vacancies', 'on', 'the', 'unemployment', 'rate', 'from', 'other', 'factors', '.', 'To', 'do', 'that', ',', 'we', 'first', 'need', 'to', 'review', 'the', 'factors', 'that', 'account', 'for', 'unemployment', 'movements', '.', 'There', 'are', 'two', 'broad', 'determinants', 'of', 'unemployment', ':', 'separations', 'from', 'employment', '(', 'including', 'layoffs', 'and', 'quits', ')', ',', 'which', 'raise', 'unemployment', ',', 'and', 'job', 'finding', 'by', 'the', 'unemployed', ',', 'which', 'lowers', 'unemployment.2', 'Separations', 'consist', 'largely', 'of', 'layoffs', ',', 'which', 'are', 'typically', 'cyclical', ',', 'surging', 'in', 'recessions', 'and', 'falling', 'during', 'booms', '.', 'Job', 'finding', 'is', 'also', 'highly', 'cyclical', ',', 'rising', 'as', 'the', 'labor', 'market', 'tightens', 'and', 'falling', 'in', 'recessions', '.', 'To', 'see', 'how', 'separations', 'and', 'job', 'finding', 'affect', 'the', 'unemployment', 'rate', ',', 'it', \"'s\", 'helpful', 'to', 'start', 'with', 'equation', '(', '1', ')', 'on', 'slide', '6', ',', 'which', 'states', 'that', 'in', 'a', 'steady', 'state', '(', 'that', 'is', ',', 'when', 'the', 'unemployment', 'rate', 'is', 'constant', ')', ',', 'flows', 'into', 'unemployment', ',', 'the', 'left', 'side', 'of', 'equation', '(', '1', ')', ',', 'must', 'equal', 'flows', 'out', 'of', 'unemployment', ',', 'the', 'right', 'side', '.', 'Flows', 'into', 'unemployment', 'equal', 'the', 'separations', 'rate', ',', 's', ',', 'times', 'the', 'level', 'of', 'employment', '.', 'For', 'simplicity', ',', 'I', \"'ve\", 'normalized', 'the', 'labor', 'force', 'to', '1', ',', 'so', 'that', 'employment', 'equals', '1', 'minus', 'unemployment', ',', 'U', '.', 'Flows', 'out', 'of', 'unemployment', ',', 'the', 'right', 'side', 'of', 'the', 'equation', ',', 'equal', 'the', 'rate', 'of', 'job', 'finding', ',', 'f', ',', 'times', 'the', 'number', 'of', 'unemployed', '.', 'Rearranging', 'this', 'equation', 'yields', 'an', 'expression', 'for', 'the', 'steady-state', 'unemployment', 'rate', ',', 'equation', '(', '2', ')', '.3', 'Because', 'flows', 'into', 'and', 'out', 'of', 'unemployment', 'are', 'quite', 'high', ',', 'the', 'actual', 'unemployment', 'rate', 'converges', 'to', 'the', 'steady-state', 'unemployment', 'rate', 'quickly', ',', 'and', 'the', 'steady-state', 'unemployment', 'rate', 'typically', 'tracks', 'the', 'actual', 'rate', 'closely.4', 'So', ',', 'going', 'forward', ',', 'I', \"'m\", 'going', 'to', 'think', 'of', 'the', 'steady-state', 'unemployment', 'rate', 'as', 'a', 'good', 'approximation', 'of', 'the', 'actual', 'unemployment', 'rate', '.', 'Now', 'let', 'me', 'focus', 'on', 'job', 'finding', ',', 'which', 'is', 'often', 'thought', 'to', 'depend', 'on', 'the', 'number', 'of', 'job', 'vacancies', 'relative', 'to', 'the', 'number', 'of', 'unemployed', 'workers', '.', 'To', 'see', 'why', ',', 'start', 'with', 'equation', '(', '3', ')', 'on', 'slide', '7', ',', 'which', 'states', 'that', 'the', 'number', 'of', 'hires', 'is', 'an', 'increasing', 'function', 'of', 'both', 'the', 'number', 'of', 'job', 'vacancies', 'and', 'the', 'number', 'of', 'unemployed', 'individuals', 'searching', 'for', 'jobs', ':', 'The', 'more', 'firms', 'there', 'are', 'looking', 'for', 'workers', 'and', 'the', 'more', 'workers', 'there', 'are', 'looking', 'for', 'jobs', ',', 'the', 'more', 'matches', ',', 'or', 'hires', ',', 'there', 'will', 'be', '.', 'For', 'convenience', ',', 'I', \"'m\", 'assuming', 'a', 'mathematical', 'representation', 'of', 'this', 'matching', 'function', 'takes', 'a', 'Cobb-Douglas', 'form', '.', 'If', 'we', 'divide', 'both', 'sides', 'of', 'equation', '(', '3', ')', 'by', 'unemployment', ',', 'we', 'get', 'equation', '(', '4', ')', ',', 'which', 'expresses', 'the', 'job-finding', 'rate', 'as', 'a', 'function', 'of', 'the', 'ratio', 'of', 'vacancies', 'to', 'unemployment', ',', 'or', 'labor', 'market', 'tightness', '.', 'Because', 'we', 'have', 'data', 'for', 'both', 'the', 'left', 'and', 'right', 'sides', 'of', 'equation', '(', '4', ')', ',', 'we', 'can', 'estimate', 'it', 'and', 'obtain', 'parameter', 'values', 'for', 'the', 'elasticity', 'of', 'job', 'finding', 'with', 'respect', 'to', 'labor', 'market', 'tightness', ',', 'sigma', ',', 'and', 'matching', 'efficiency', ',', 'mu.5', 'Matching', 'efficiency', 'represents', 'factors', 'that', 'can', 'increase', '(', 'or', 'decrease', ')', 'job', 'findings', 'without', 'changes', 'in', 'labor', 'market', 'tightness', '.', 'On', 'the', 'one', 'hand', ',', 'if', 'the', 'workers', 'searching', 'for', 'jobs', 'are', 'well', 'suited', 'for', 'the', 'jobs', 'that', 'are', 'available', ',', 'matching', 'efficiency', 'will', 'be', 'high', ';', 'on', 'the', 'other', 'hand', ',', 'if', 'many', 'searching', 'workers', 'are', 'not', 'well', 'suited', 'for', 'the', 'available', 'jobs', ',', 'matching', 'efficiency', 'will', 'be', 'low.6', 'The', 'last', 'step', 'is', 'to', 'plug', 'our', 'expression', 'for', 'job', 'finding', 'into', 'equation', '(', '2', ')', ',', 'the', 'steady-state', 'unemployment', 'rate', ',', 'yielding', 'equation', '(', '5', ')', '.', 'Equation', '(', '5', ')', 'shows', 'how', 'vacancies', 'affect', 'the', 'unemployment', 'rate', '.', 'To', 'illustrate', 'this', 'relationship', ',', 'I', 'solve', 'equation', '(', '5', ')', 'for', 'different', 'values', 'of', 'V', 'and', 's', ',', 'holding', 'the', 'matching', 'efficiency', 'parameters', 'constant', '.', 'That', 'is', ',', 'I', 'pick', 'a', 'separation', 'rate', 'at', 'some', 'level', 'and', 'trace', 'out', 'what', 'happens', 'to', 'the', 'unemployment', 'rate', 'as', 'the', 'vacancy', 'rate', 'changes', '.', 'Then', 'I', 'pick', 'a', 'different', 'separation', 'rate', 'and', 'again', 'trace', 'out', 'the', 'effect', 'of', 'vacancies', 'on', 'unemployment', '.', 'The', 'result', 'is', 'shown', 'on', 'slide', '8', ',', 'which', 'plots', 'four', 'curves', 'showing', 'the', 'effect', 'of', 'vacancies', 'on', 'unemployment', 'for', 'four', 'different', 'separation', 'rates', '.', 'Each', 'curve', 'is', 'convex', ';', 'as', 'the', 'number', 'of', 'vacancies', 'increases', 'relative', 'to', 'the', 'number', 'of', 'individuals', 'looking', 'for', 'work', ',', 'it', 'becomes', 'harder', 'for', 'firms', 'to', 'fill', 'jobs', 'with', 'suitable', 'workers', ',', 'and', 'more', 'jobs', 'remain', 'vacant', '.', 'This', 'is', 'exactly', 'the', 'situation', 'many', 'employers', 'are', 'now', 'experiencing', '.', 'Because', 'more', 'vacancies', 'generate', 'fewer', 'and', 'fewer', 'hires', ',', 'they', 'result', 'in', 'smaller', 'and', 'smaller', 'reductions', 'in', 'unemployment', '.', 'But', 'large', 'numbers', 'of', 'vacancies', 'are', ',', 'of', 'course', ',', 'a', 'hallmark', 'of', 'tight', 'labor', 'markets', 'and', 'additional', 'vacancies', 'continue', 'to', 'strongly', 'boost', 'wage', 'growth', 'and', 'quits', '.', 'The', 'curve', 'farthest', 'to', 'the', 'right', ',', 'labeled', 's=2.5', ',', 'represents', 'a', 'situation', 'when', 'the', 'separations', 'rate', 'is', '2.5', 'percent', ',', 'a', 'historically', 'high', 'level', '.', 'This', 'rate', 'is', 'approximately', 'the', 'level', 'seen', 'in', 'the', 'middle', 'of', '2020', ',', 'just', 'after', 'the', 'onset', 'of', 'the', 'pandemic', '.', 'You', 'can', 'see', 'that', 'when', 'the', 'separations', 'rate', 'is', 'this', 'high', ',', 'the', 'unemployment', 'rate', 'is', 'also', 'going', 'to', 'be', 'high', ',', 'no', 'matter', 'the', 'level', 'of', 'vacancies', '.', 'Now', 'let', \"'s\", 'think', 'about', 'what', 'happens', 'as', 'the', 'economy', 'recovers', ',', 'as', 'it', 'has', 'over', 'the', 'past', 'two', 'years', '.', 'In', 'an', 'expansion', ',', 'layoffs', 'fall', ',', 'pushing', 'down', 'separations', 'and', 'moving', 'the', 'curve', 'to', 'the', 'left', '.', 'At', 'the', 'same', 'time', ',', 'greater', 'labor', 'demand', 'increases', 'vacancies', ',', 'causing', 'the', 'labor', 'market', 'to', 'move', 'up', 'the', 'steep', 'curves', '.', 'The', 'combination', 'of', 'these', 'movements', 'is', 'shown', 'in', 'slide', '9', 'as', 'the', 'black', 'fitted', 'curve', ',', 'which', 'I', \"'ve\", 'reproduced', 'from', 'slide', '4', '.', 'As', 'you', 'recall', ',', 'the', 'black', 'curve', 'fits', 'the', 'actual', 'observations', 'on', 'unemployment', 'and', 'vacancies', 'we', 'saw', 'before', 'the', 'pandemic', '.', 'And', 'we', 'now', 'can', 'see', 'that', 'these', 'observations', 'are', 'produced', 'by', 'a', 'combination', 'of', 'changes', 'in', 'vacancies', 'and', 'separations', '(', 'as', 'well', 'as', 'other', 'influences', 'on', 'unemployment', ')', '.', 'Decreases', 'in', 'the', 'separations', 'rate', 'reduce', 'the', 'unemployment', 'rate', 'without', 'changing', 'vacancies', ',', 'imparting', 'a', 'flatness', 'to', 'the', 'fitted', 'curve', 'relative', 'to', 'the', 'steeper', 'curves', 'that', 'only', 'reflect', 'the', 'effect', 'of', 'vacancies', '.', 'If', 'we', 'want', 'to', 'just', 'focus', 'on', 'the', 'effect', 'of', 'vacancies', ',', 'then', 'we', 'should', 'be', 'looking', 'at', 'the', 'steep', 'curves', ',', 'especially', 'when', 'the', 'labor', 'market', 'is', 'tight', ',', 'as', 'it', 'is', 'now', '.', 'What', 'does', 'all', 'this', 'suggest', 'about', 'what', 'will', 'happen', 'to', 'the', 'labor', 'market', 'when', ',', 'as', 'I', 'expect', ',', 'a', 'tightening', 'of', 'financial', 'conditions', 'and', 'fading', 'fiscal', 'stimulus', 'start', 'to', 'cool', 'labor', 'demand', '?', 'Slide', '10', 'focuses', 'on', 'the', 'Beveridge', 'curve', '(', 'the', 'relationship', 'produced', 'by', 'the', 'direct', 'effect', 'of', 'changes', 'in', 'vacancies', 'on', 'unemployment', ')', 'when', 'the', 'separations', 'rate', 'is', 'low', ',', 'as', 'it', 'is', 'now.7', 'The', 'March', '2022', 'observation', 'lies', 'at', 'the', 'top', 'of', 'the', 'curve', 'and', 'is', 'labeled', 'point', 'A', '.', 'If', 'there', 'is', 'cooling', 'in', 'aggregate', 'demand', 'spurred', 'by', 'monetary', 'policy', 'tightening', 'that', 'tempers', 'labor', 'demand', ',', 'then', 'vacancies', 'should', 'fall', 'substantially', '.', 'Suppose', 'they', 'decrease', 'from', 'the', 'current', 'level', 'of', '7', 'percent', 'to', '4.6', 'percent', ',', 'the', 'rate', 'prevailing', 'in', 'January', '2019', ',', 'when', 'the', 'labor', 'market', 'was', 'still', 'quite', 'strong', '.', 'Then', 'we', 'should', 'travel', 'down', 'the', 'curve', 'from', 'point', 'A', 'to', 'point', 'B.8', 'The', 'unemployment', 'rate', 'will', 'increase', ',', 'but', 'only', 'somewhat', 'because', 'labor', 'demand', 'is', 'still', 'strong—just', 'not', 'as', 'strong—and', 'because', 'when', 'the', 'labor', 'market', 'is', 'very', 'tight', ',', 'as', 'it', 'is', 'now', ',', 'vacancies', 'generate', 'relatively', 'few', 'hires', '.', 'Indeed', ',', 'hires', 'per', 'vacancy', 'are', 'currently', 'at', 'historically', 'low', 'levels', '.', 'Thus', ',', 'reducing', 'vacancies', 'from', 'an', 'extremely', 'high', 'level', 'to', 'a', 'lower', '(', 'but', 'still', 'strong', ')', 'level', 'has', 'a', 'relatively', 'limited', 'effect', 'on', 'hiring', 'and', 'on', 'unemployment', '.', 'Now', ',', 'I', 'also', 'show', 'the', 'January', '2019', 'observation', 'of', 'vacancies', 'and', 'unemployment', '.', 'Recall', ',', 'this', 'is', 'also', 'where', 'the', 'economy', 'was', 'over', 'the', 'year', 'prior', 'to', 'the', 'pandemic', '.', 'As', 'you', 'can', 'see', ',', 'moving', 'from', 'the', 'March', '2022', 'observation', 'to', 'the', 'January', '2019', 'observation', 'is', 'not', 'that', 'different', 'from', 'the', 'change', 'in', 'the', 'unemployment', 'rate', 'predicted', 'by', 'my', 'estimated', 'Beveridge', 'curve', ',', 'which', 'suggests', 'the', 'predicted', 'small', 'increase', 'in', 'unemployment', 'is', 'a', 'plausible', 'outcome', 'to', 'policy', 'tightening', '.', 'If', 'labor', 'demand', 'cools', ',', 'will', 'separations', 'increase', 'and', 'shift', 'the', 'curve', 'outward', ',', 'increasing', 'unemployment', 'further', '?', 'I', 'do', \"n't\", 'think', 'so', '.', 'As', 'shown', 'on', 'slide', '11', ',', 'outside', 'of', 'recessions', ',', 'layoffs', 'do', \"n't\", 'change', 'much', '.', 'Instead', ',', 'changes', 'in', 'labor', 'demand', 'appear', 'to', 'be', 'reflected', 'primarily', 'in', 'changes', 'in', 'vacancies', '.', 'Now', ',', 'it', \"'s\", 'certainly', 'possible', ',', 'even', 'probable', ',', 'that', 'influences', 'on', 'the', 'unemployment', 'rate', 'other', 'than', 'vacancies', 'will', 'change', 'going', 'forward', '.', 'In', 'terms', 'of', 'the', 'equations', 'we', 'have', 'been', 'discussing', ',', 'layoffs', 'could', 'increase', 'somewhat', ',', 'instead', 'of', 'staying', 'constant', '.', 'Matching', 'efficiency', 'could', 'also', 'improve', 'or', 'deteriorate', '.', 'The', 'vacancy', 'rate', 'could', 'also', 'change', 'more', 'or', 'less', 'than', 'I', 'have', 'assumed', '.', 'Thus', ',', 'I', \"'m\", 'not', 'arguing', 'that', 'the', 'unemployment', 'rate', 'will', 'end', 'up', 'exactly', 'as', 'the', 'Beveridge', 'curve', 'I', \"'ve\", 'drawn', 'suggests', '.', 'But', 'I', 'do', 'think', 'it', 'quite', 'plausible', 'that', 'the', 'unemployment', 'rate', 'will', 'end', 'up', 'in', 'the', 'vicinity', 'of', 'what', 'the', 'Beveridge', 'curve', 'currently', 'predicts', '.', 'Another', 'consideration', 'is', 'that', 'non-linear', 'dynamics', 'could', 'take', 'hold', 'if', 'the', 'unemployment', 'rate', 'increases', 'by', 'a', 'certain', 'amount', ',', 'as', 'suggested', 'by', 'the', 'Sahm', 'rule', ',', 'which', 'holds', 'that', 'recessions', 'have', 'in', 'the', 'past', 'occurred', 'whenever', 'the', 'three-month', 'moving', 'average', 'of', 'the', 'unemployment', 'rate', 'rises', '0.5', 'percentage', 'point', 'over', 'its', 'minimum', 'rate', 'over', 'the', 'previous', '12', 'months.9', 'We', 'certainly', 'need', 'to', 'be', 'alert', 'to', 'this', 'possibility', ',', 'but', 'the', 'past', 'is', 'not', 'always', 'prescriptive', 'of', 'the', 'future', '.', 'The', 'current', 'situation', 'is', 'unique', '.', 'We', \"'ve\", 'never', 'seen', 'a', 'vacancy', 'rate', 'of', '7', 'percent', 'before', '.', 'Reducing', 'the', 'vacancy', 'rate', 'by', '2.5', 'percentage', 'points', 'would', 'still', 'leave', 'it', 'at', 'a', 'level', 'seen', 'at', 'the', 'end', 'of', 'the', 'last', 'expansion', ',', 'whereas', 'in', 'previous', 'expansions', 'a', 'reduction', 'of', '2.5', 'percent', 'would', 'have', 'left', 'vacancies', 'at', 'or', 'below', '2', 'percent', ',', 'a', 'level', 'only', 'seen', 'in', 'extremely', 'weak', 'labor', 'markets', '.', 'To', 'sum', 'up', ',', 'the', 'relationship', 'between', 'vacancies', 'and', 'unemployment', 'gives', 'me', 'reason', 'to', 'hope', 'that', 'policy', 'tightening', 'in', 'current', 'circumstances', 'can', 'tame', 'inflation', 'without', 'causing', 'a', 'sharp', 'increase', 'in', 'unemployment', '.', 'Of', 'course', ',', 'the', 'path', 'of', 'the', 'economy', 'depends', 'on', 'many', 'factors', ',', 'including', 'how', 'the', 'Ukraine', 'war', 'and', 'COVID-19', 'evolve', '.', 'From', 'this', 'discussion', ',', 'I', 'am', 'left', 'optimistic', 'that', 'the', 'strong', 'labor', 'market', 'can', 'handle', 'higher', 'rates', 'without', 'a', 'significant', 'increase', 'in', 'unemployment', '.', 'In', 'closing', ',', 'I', 'want', 'to', 'again', 'thank', 'the', 'institute', 'for', 'the', 'invitation', 'to', 'address', 'you', 'today', ',', 'at', 'a', 'time', 'of', 'considerable', 'challenge', 'for', 'Germany', 'and', 'the', 'United', 'States', '.', 'It', \"'s\", 'not', 'the', 'first', 'time', 'we', 'have', 'faced', 'such', 'moments', 'together', '.', 'Just', 'south', 'of', 'the', 'Frankfurt', 'Airport', 'is', 'a', 'surprising', 'sight—a', 'couple', 'of', 'antique', 'military', 'cargo', 'planes', ',', 'parked', 'on', 'the', 'side', 'of', 'the', 'Autobahn', '.', 'They', 'were', 'built', 'by', 'Douglas', 'Aircraft', ',', 'nearly', '80', 'years', 'ago', ',', 'and', 'stand', 'today', 'as', 'monuments', 'to', 'one', 'of', 'the', 'greatest', 'achievements', 'of', 'cooperation', 'between', 'the', 'freedom-loving', 'people', 'of', 'Europe', 'and', 'those', 'of', 'the', 'United', 'States', '.', 'For', '11', 'months', ',', 'these', 'two', 'planes', ',', 'and', 'many', 'others', ',', 'took', 'off', 'and', 'landed', 'in', 'perpetual', 'motion', ',', 'delivering', '2.3', 'million', 'tons', 'of', 'food', ',', 'fuel', ',', 'and', 'other', 'essentials', 'to', 'the', 'people', 'of', 'Berlin', ',', 'who', 'were', 'surrounded', 'and', 'besieged', 'by', 'Soviet', 'forces', '.', 'The', 'commitment', 'and', 'ultimate', 'triumph', 'of', 'this', 'improbable', 'airlift', 'was', 'in', 'many', 'ways', 'the', 'beginning', 'of', 'an', 'alliance', 'that', 'has', 'included', 'ongoing', 'economic', 'cooperation', 'that', 'has', 'strengthened', 'both', 'our', 'democracies', '.', 'In', 'that', 'spirit', ',', 'I', 'am', 'certain', 'we', 'can', 'both', 'overcome', 'the', 'economic', 'challenges', 'that', 'lie', 'ahead', '.']\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "['Thank',\n", " 'you',\n", " ',',\n", " 'Professor',\n", " 'Wieland',\n", " ',',\n", " 'for',\n", " 'the',\n", " 'introduction',\n", " ',']" ] }, "metadata": {}, "execution_count": 72 } ] }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "gq-ltHoRfqgu" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "JsBVhkCFdsuU", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "c5309cbb-ab64-454f-ddad-1e3cba07ca7a" }, "source": [ "#Import required libraries :\n", "from nltk.probability import FreqDist\n", "\n", "#Find the frequency :\n", "fdist = FreqDist(words)\n", "\n", "#Print 10 most common words :\n", "fdist.most_common(10)" ], "execution_count": 73, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[('the', 273),\n", " (',', 246),\n", " ('.', 171),\n", " ('of', 135),\n", " ('and', 122),\n", " ('to', 107),\n", " ('in', 87),\n", " ('a', 76),\n", " ('is', 68),\n", " ('that', 64)]" ] }, "metadata": {}, "execution_count": 73 } ] }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "A1Nnu-ZHfqd4" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "LtNIRQvTduKt", "colab": { "base_uri": "https://localhost:8080/", "height": 290 }, "outputId": "04c319ab-a89a-4f09-a640-123fe4e64e1d" }, "source": [ "#Plot the graph for fdist :\n", "import matplotlib.pyplot as plt\n", "\n", "fdist.plot(10)" ], "execution_count": 74, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "" ], "metadata": { "id": "tSekMcfEfqbZ" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "tUPyjVHrdveU", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2d6e67b1-65e7-470d-f306-ab1cd7c83c62" }, "source": [ "#Empty list to store words:\n", "words_no_punc = []\n", "\n", "#Removing punctuation marks :\n", "for w in words:\n", " if w.isalpha():\n", " words_no_punc.append(w.lower())\n", "\n", "#Print the words without punctution marks :\n", "print (words_no_punc)\n", "\n", "print (\"\\n\")\n", "\n", "#Length :\n", "print (len(words_no_punc))" ], "execution_count": 75, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "['thank', 'you', 'professor', 'wieland', 'for', 'the', 'introduction', 'and', 'thank', 'you', 'to', 'the', 'institute', 'for', 'monetary', 'and', 'financial', 'stability', 'for', 'the', 'opportunity', 'to', 'speak', 'to', 'you', 'i', 'come', 'here', 'at', 'a', 'moment', 'of', 'great', 'challenge', 'for', 'germany', 'and', 'europe', 'and', 'a', 'moment', 'in', 'which', 'it', 'has', 'never', 'been', 'more', 'evident', 'that', 'the', 'interests', 'of', 'europe', 'and', 'the', 'united', 'states', 'are', 'closely', 'aligned', 'america', 'stands', 'with', 'europe', 'in', 'defending', 'ukraine', 'because', 'we', 'all', 'understand', 'that', 'an', 'assault', 'on', 'democracy', 'in', 'europe', 'is', 'a', 'threat', 'to', 'democracy', 'everywhere', 'we', 'also', 'face', 'the', 'common', 'challenge', 'of', 'excessive', 'inflation', 'which', 'is', 'no', 'coincidence', 'since', 'germany', 'and', 'other', 'countries', 'are', 'dealing', 'with', 'many', 'of', 'the', 'same', 'forces', 'driving', 'up', 'inflation', 'in', 'the', 'united', 'states', 'fortunately', 'in', 'response', 'to', 'this', 'moment', 'of', 'common', 'challenges', 'and', 'interests', 'europe', 'and', 'the', 'united', 'states', 'have', 'strengthened', 'our', 'ties', 'and', 'i', 'believe', 'we', 'are', 'more', 'unified', 'today', 'than', 'we', 'have', 'been', 'for', 'decades', 'we', 'see', 'that', 'in', 'the', 'deepening', 'and', 'possible', 'broadening', 'of', 'our', 'security', 'commitments', 'and', 'we', 'also', 'see', 'it', 'in', 'the', 'strong', 'commitment', 'that', 'central', 'banks', 'in', 'europe', 'and', 'elsewhere', 'have', 'made', 'to', 'fight', 'inflation', 'in', 'today', 'distinguished', 'lecture', 'i', 'will', 'deal', 'with', 'two', 'distinct', 'topics', 'both', 'of', 'which', 'i', 'believe', 'will', 'be', 'of', 'interest', 'first', 'i', 'will', 'provide', 'my', 'outlook', 'for', 'the', 'economy', 'and', 'how', 'the', 'federal', 'reserve', 'plans', 'to', 'reduce', 'inflation', 'and', 'achieve', 'our', 'percent', 'target', 'then', 'i', 'will', 'pivot', 'to', 'a', 'more', 'academic', 'discussion', 'of', 'the', 'labor', 'market', 'and', 'the', 'possibility', 'of', 'a', 'soft', 'landing', 'in', 'which', 'taming', 'inflation', 'does', 'not', 'harm', 'employment', 'let', 'me', 'start', 'with', 'the', 'economic', 'outlook', 'for', 'the', 'united', 'states', 'despite', 'a', 'pause', 'early', 'this', 'year', 'in', 'the', 'growth', 'of', 'real', 'gross', 'domestic', 'product', 'gdp', 'the', 'economy', 'continues', 'to', 'power', 'along', 'at', 'a', 'healthy', 'pace', 'the', 'contraction', 'in', 'output', 'reported', 'in', 'the', 'first', 'quarter', 'was', 'due', 'to', 'swings', 'in', 'two', 'volatile', 'categories', 'inventories', 'and', 'net', 'exports', 'and', 'i', 'do', 'expect', 'them', 'to', 'be', 'repeated', 'consumer', 'spending', 'and', 'business', 'investment', 'which', 'are', 'the', 'bedrock', 'of', 'gdp', 'were', 'both', 'strong', 'and', 'more', 'recent', 'data', 'point', 'toward', 'solid', 'demand', 'and', 'continuing', 'momentum', 'in', 'the', 'economy', 'that', 'will', 'sustain', 'output', 'growth', 'in', 'the', 'months', 'ahead', 'another', 'sign', 'of', 'strength', 'is', 'the', 'labor', 'market', 'which', 'has', 'created', 'million', 'jobs', 'in', 'the', 'first', 'four', 'months', 'of', 'at', 'a', 'remarkably', 'steady', 'pace', 'that', 'is', 'down', 'only', 'slightly', 'from', 'the', 'a', 'month', 'last', 'year', 'unemployment', 'is', 'near', 'a', 'low', 'and', 'both', 'the', 'low', 'numbers', 'of', 'people', 'filing', 'for', 'unemployment', 'benefits', 'and', 'the', 'high', 'number', 'of', 'job', 'openings', 'indicate', 'that', 'the', 'slowdown', 'in', 'the', 'economy', 'from', 'the', 'fast', 'pace', 'of', 'last', 'year', 'is', 'yet', 'weighing', 'on', 'the', 'job', 'market', 'some', 'look', 'at', 'labor', 'force', 'participation', 'which', 'is', 'below', 'its', 'level', 'as', 'leaving', 'a', 'lot', 'of', 'room', 'for', 'improvement', 'however', 'there', 'are', 'underlying', 'factors', 'that', 'explain', 'why', 'participation', 'is', 'depressed', 'including', 'early', 'retirements', 'and', 'individual', 'choices', 'associated', 'with', 'covid', 'concerns', 'whatever', 'the', 'cause', 'low', 'participation', 'has', 'contributed', 'to', 'the', 'fact', 'that', 'there', 'are', 'two', 'job', 'vacancies', 'for', 'every', 'one', 'person', 'counted', 'looking', 'for', 'a', 'job', 'a', 'record', 'high', 'before', 'the', 'pandemic', 'when', 'the', 'labor', 'market', 'was', 'in', 'very', 'solid', 'shape', 'there', 'was', 'one', 'vacancy', 'for', 'every', 'two', 'unemployed', 'people', 'as', 'i', 'will', 'explain', 'this', 'very', 'tight', 'labor', 'market', 'has', 'implications', 'for', 'inflation', 'and', 'the', 'fed', 'plans', 'for', 'reducing', 'inflation', 'but', 'on', 'its', 'own', 'terms', 'we', 'need', 'to', 'recognize', 'that', 'robust', 'job', 'creation', 'is', 'an', 'underlying', 'strength', 'of', 'the', 'economy', 'which', 'is', 'expanding', 'its', 'productive', 'capacity', 'and', 'supporting', 'personal', 'income', 'and', 'ongoing', 'economic', 'growth', 'in', 'the', 'face', 'of', 'other', 'challenges', 'let', 'me', 'turn', 'now', 'to', 'the', 'outlook', 'for', 'the', 'fed', 'top', 'priority', 'inflation', 'i', 'said', 'in', 'december', 'that', 'inflation', 'was', 'alarmingly', 'high', 'and', 'it', 'has', 'remained', 'so', 'the', 'april', 'consumer', 'price', 'index', 'cpi', 'was', 'up', 'percent', 'year', 'over', 'year', 'this', 'headline', 'number', 'was', 'a', 'slight', 'decline', 'from', 'percent', 'in', 'march', 'but', 'primarily', 'due', 'to', 'a', 'drop', 'in', 'volatile', 'gasoline', 'prices', 'that', 'we', 'know', 'surged', 'again', 'this', 'month', 'core', 'inflation', 'which', 'strips', 'out', 'volatile', 'food', 'and', 'energy', 'prices', 'was', 'also', 'down', 'slightly', 'to', 'percent', 'in', 'april', 'from', 'percent', 'the', 'month', 'before', 'but', 'the', 'percent', 'monthly', 'increase', 'from', 'march', 'was', 'an', 'acceleration', 'from', 'the', 'february', 'to', 'march', 'rate', 'and', 'still', 'too', 'high', 'meanwhile', 'the', 'fed', 'preferred', 'measure', 'based', 'on', 'personal', 'consumption', 'expenditures', 'pce', 'recorded', 'headline', 'inflation', 'of', 'percent', 'and', 'core', 'of', 'percent', 'these', 'lower', 'readings', 'relative', 'to', 'cpi', 'reflect', 'differences', 'in', 'the', 'weights', 'of', 'various', 'categories', 'across', 'these', 'indexes', 'no', 'matter', 'which', 'measure', 'is', 'considered', 'however', 'headline', 'inflation', 'has', 'come', 'in', 'above', 'percent', 'for', 'about', 'a', 'year', 'and', 'core', 'inflation', 'is', 'not', 'coming', 'down', 'enough', 'to', 'meet', 'the', 'fed', 'target', 'anytime', 'soon', 'inflation', 'this', 'high', 'affects', 'everyone', 'but', 'is', 'especially', 'painful', 'for', 'and', 'households', 'that', 'spend', 'a', 'large', 'share', 'of', 'their', 'income', 'on', 'shelter', 'groceries', 'gasoline', 'and', 'other', 'necessities', 'it', 'is', 'the', 'fomc', 'job', 'to', 'meet', 'our', 'price', 'stability', 'mandate', 'and', 'get', 'inflation', 'down', 'and', 'we', 'are', 'determined', 'to', 'do', 'so', 'the', 'forces', 'driving', 'inflation', 'today', 'are', 'the', 'same', 'ones', 'that', 'emerged', 'a', 'year', 'ago', 'the', 'combination', 'of', 'strong', 'consumer', 'demand', 'and', 'supply', 'bottlenecks', 'and', 'a', 'shortage', 'of', 'workers', 'relative', 'to', 'labor', 'generating', 'very', 'high', 'inflation', 'we', 'can', 'argue', 'about', 'whether', 'supply', 'or', 'demand', 'is', 'a', 'greater', 'factor', 'but', 'the', 'details', 'have', 'no', 'bearing', 'on', 'the', 'fact', 'that', 'we', 'are', 'not', 'meeting', 'the', 'fomc', 'price', 'stability', 'mandate', 'what', 'i', 'care', 'about', 'is', 'getting', 'inflation', 'down', 'so', 'that', 'we', 'avoid', 'a', 'lasting', 'escalation', 'in', 'the', 'public', 'expectations', 'of', 'future', 'inflation', 'once', 'inflation', 'expectations', 'become', 'unanchored', 'in', 'this', 'way', 'it', 'is', 'very', 'difficult', 'and', 'economically', 'painful', 'to', 'lower', 'them', 'while', 'it', 'is', 'not', 'surprising', 'that', 'inflation', 'expectations', 'for', 'the', 'next', 'year', 'are', 'up', 'since', 'current', 'inflation', 'is', 'high', 'what', 'i', 'focus', 'on', 'is', 'inflation', 'expectations', 'recent', 'data', 'that', 'try', 'to', 'measure', 'expectations', 'are', 'mixed', 'overall', 'my', 'assessment', 'is', 'that', 'inflation', 'expectations', 'have', 'moved', 'up', 'from', 'a', 'level', 'that', 'was', 'consistent', 'with', 'trend', 'inflation', 'below', 'percent', 'to', 'a', 'level', 'that', 'consistent', 'with', 'underlying', 'inflation', 'a', 'little', 'above', 'percent', 'i', 'will', 'be', 'watching', 'that', 'these', 'expectations', 'do', 'not', 'continue', 'to', 'rise', 'because', 'inflation', 'expectations', 'influence', 'near', 'term', 'inflation', 'as', 'well', 'as', 'our', 'ability', 'to', 'achieve', 'our', 'percent', 'target', 'when', 'they', 'are', 'anchored', 'they', 'influence', 'spending', 'decisions', 'today', 'in', 'a', 'way', 'that', 'helps', 'inflation', 'move', 'toward', 'our', 'target', 'to', 'ensure', 'these', 'expectations', 'do', 'not', 'move', 'up', 'broadly', 'the', 'federal', 'reserve', 'has', 'tools', 'to', 'reduce', 'demand', 'which', 'should', 'ease', 'inflation', 'pressures', 'and', 'over', 'time', 'supply', 'constraints', 'will', 'resolve', 'to', 'help', 'rein', 'in', 'price', 'increases', 'as', 'well', 'although', 'we', 'do', 'know', 'how', 'soon', 'i', 'can', 'not', 'emphasize', 'enough', 'that', 'my', 'fomc', 'colleagues', 'and', 'i', 'are', 'united', 'in', 'our', 'commitment', 'to', 'do', 'what', 'it', 'takes', 'to', 'bring', 'inflation', 'down', 'and', 'achieve', 'the', 'fed', 'percent', 'target', 'since', 'the', 'start', 'of', 'this', 'year', 'the', 'fomc', 'has', 'raised', 'the', 'target', 'range', 'for', 'the', 'federal', 'funds', 'rate', 'by', 'basis', 'points', 'with', 'basis', 'points', 'of', 'that', 'increase', 'coming', 'at', 'our', 'meeting', 'earlier', 'this', 'month', 'we', 'also', 'issued', 'forward', 'guidance', 'about', 'the', 'likely', 'path', 'of', 'policy', 'the', 'may', 'fomc', 'statement', 'said', 'the', 'committee', 'anticipates', 'that', 'ongoing', 'increases', 'in', 'the', 'target', 'range', 'will', 'be', 'appropriate', 'i', 'support', 'tightening', 'policy', 'by', 'another', 'basis', 'points', 'for', 'several', 'meetings', 'in', 'particular', 'i', 'am', 'not', 'taking', 'hikes', 'off', 'the', 'table', 'until', 'i', 'see', 'inflation', 'coming', 'down', 'closer', 'to', 'our', 'percent', 'target', 'and', 'by', 'the', 'end', 'of', 'this', 'year', 'i', 'support', 'having', 'the', 'policy', 'rate', 'at', 'a', 'level', 'above', 'neutral', 'so', 'that', 'it', 'is', 'reducing', 'demand', 'for', 'products', 'and', 'labor', 'bringing', 'it', 'more', 'in', 'line', 'with', 'supply', 'and', 'thus', 'helping', 'rein', 'in', 'inflation', 'this', 'is', 'my', 'projection', 'today', 'given', 'where', 'we', 'stand', 'and', 'how', 'i', 'expect', 'the', 'economy', 'to', 'evolve', 'of', 'course', 'my', 'future', 'decisions', 'will', 'depend', 'on', 'incoming', 'data', 'in', 'the', 'next', 'couple', 'of', 'weeks', 'for', 'example', 'the', 'may', 'employment', 'and', 'cpi', 'reports', 'will', 'be', 'released', 'those', 'are', 'two', 'key', 'pieces', 'of', 'data', 'i', 'will', 'be', 'watching', 'to', 'get', 'information', 'about', 'the', 'continuing', 'strength', 'of', 'the', 'labor', 'market', 'and', 'about', 'the', 'momentum', 'in', 'price', 'increases', 'over', 'a', 'longer', 'period', 'we', 'will', 'learn', 'more', 'about', 'how', 'monetary', 'policy', 'is', 'affecting', 'demand', 'and', 'how', 'supply', 'constraints', 'are', 'evolving', 'if', 'the', 'data', 'suggest', 'that', 'inflation', 'is', 'stubbornly', 'high', 'i', 'am', 'prepared', 'to', 'do', 'more', 'my', 'plan', 'for', 'rate', 'hikes', 'is', 'roughly', 'in', 'line', 'with', 'the', 'expectations', 'of', 'financial', 'markets', 'as', 'seen', 'in', 'slide', 'federal', 'funds', 'futures', 'are', 'pricing', 'in', 'roughly', 'basis', 'point', 'hikes', 'at', 'the', 'fomc', 'next', 'two', 'meetings', 'and', 'expecting', 'the', 'policy', 'rate', 'to', 'be', 'around', 'percent', 'so', 'in', 'total', 'markets', 'expect', 'about', 'percentage', 'points', 'of', 'tightening', 'this', 'year', 'this', 'expectation', 'represents', 'a', 'significant', 'degree', 'of', 'policy', 'tightening', 'consistent', 'with', 'the', 'fomc', 'commitment', 'to', 'get', 'inflation', 'back', 'under', 'control', 'and', 'if', 'we', 'need', 'to', 'do', 'more', 'we', 'will', 'these', 'current', 'and', 'anticipated', 'policy', 'actions', 'have', 'already', 'resulted', 'in', 'a', 'significant', 'tightening', 'of', 'financial', 'conditions', 'the', 'benchmark', 'treasury', 'security', 'began', 'the', 'year', 'at', 'a', 'yield', 'of', 'around', 'percent', 'and', 'has', 'risen', 'to', 'around', 'percent', 'rates', 'for', 'home', 'mortgages', 'are', 'up', 'basis', 'points', 'and', 'other', 'credit', 'financing', 'costs', 'have', 'followed', 'suit', 'higher', 'rates', 'make', 'it', 'more', 'expensive', 'to', 'finance', 'spending', 'and', 'investment', 'which', 'should', 'help', 'reduce', 'demand', 'and', 'contribute', 'to', 'lower', 'inflation', 'in', 'addition', 'to', 'raising', 'rates', 'the', 'fomc', 'further', 'tightened', 'monetary', 'policy', 'by', 'ending', 'asset', 'purchases', 'in', 'march', 'and', 'then', 'agreeing', 'to', 'start', 'reducing', 'our', 'holdings', 'of', 'securities', 'a', 'process', 'that', 'begins', 'june', 'by', 'allowing', 'securities', 'to', 'mature', 'without', 'reinvesting', 'them', 'the', 'fed', 'balance', 'sheet', 'will', 'shrink', 'we', 'will', 'phase', 'in', 'the', 'amount', 'of', 'redemptions', 'over', 'three', 'months', 'by', 'september', 'we', 'anticipate', 'having', 'up', 'to', 'billion', 'of', 'securities', 'rolling', 'off', 'the', 'fed', 'portfolio', 'each', 'month', 'this', 'pace', 'will', 'reduce', 'the', 'fed', 'securities', 'holdings', 'by', 'about', 'trillion', 'over', 'the', 'next', 'year', 'and', 'the', 'reductions', 'will', 'continue', 'until', 'securities', 'holdings', 'are', 'deemed', 'close', 'to', 'the', 'ample', 'levels', 'needed', 'to', 'implement', 'policy', 'efficiently', 'and', 'effectively', 'although', 'estimates', 'are', 'highly', 'uncertain', 'using', 'a', 'variety', 'of', 'models', 'and', 'assumptions', 'the', 'overall', 'reduction', 'in', 'the', 'balance', 'sheet', 'is', 'estimated', 'to', 'be', 'equivalent', 'to', 'a', 'couple', 'of', 'rate', 'hikes', 'all', 'these', 'actions', 'have', 'the', 'goal', 'of', 'bringing', 'inflation', 'down', 'toward', 'the', 'fomc', 'percent', 'target', 'increased', 'rates', 'and', 'a', 'smaller', 'balance', 'sheet', 'raise', 'the', 'cost', 'of', 'borrowing', 'and', 'thus', 'reduce', 'household', 'and', 'business', 'demand', 'on', 'top', 'of', 'this', 'i', 'also', 'hope', 'that', 'over', 'time', 'supply', 'problems', 'resolve', 'and', 'help', 'lower', 'inflation', 'but', 'the', 'fed', 'is', 'waiting', 'for', 'these', 'supply', 'constraints', 'to', 'resolve', 'we', 'have', 'the', 'tools', 'and', 'the', 'will', 'to', 'make', 'substantial', 'progress', 'toward', 'our', 'target', 'the', 'united', 'states', 'is', 'not', 'alone', 'in', 'facing', 'excessive', 'inflation', 'and', 'other', 'central', 'banks', 'also', 'are', 'responding', 'there', 'is', 'a', 'global', 'shift', 'toward', 'monetary', 'tightening', 'in', 'the', 'euro', 'area', 'headline', 'inflation', 'continued', 'to', 'edge', 'up', 'in', 'april', 'to', 'percent', 'while', 'its', 'version', 'of', 'core', 'inflation', 'increased', 'from', 'percent', 'to', 'percent', 'based', 'on', 'this', 'broadening', 'of', 'price', 'pressures', 'communication', 'by', 'the', 'european', 'central', 'bank', 'ecb', 'is', 'widely', 'interpreted', 'as', 'signaling', 'that', 'it', 'will', 'likely', 'start', 'raising', 'its', 'policy', 'rate', 'this', 'summer', 'and', 'that', 'it', 'could', 'raise', 'rates', 'a', 'few', 'times', 'before', 'policy', 'tightening', 'started', 'last', 'year', 'as', 'emerging', 'markets', 'including', 'mexico', 'and', 'brazil', 'increased', 'rates', 'substantially', 'amid', 'expectations', 'of', 'accelerating', 'inflation', 'several', 'central', 'banks', 'including', 'the', 'bank', 'of', 'england', 'began', 'raising', 'interest', 'rates', 'in', 'the', 'second', 'half', 'of', 'last', 'year', 'like', 'the', 'fed', 'the', 'bank', 'of', 'canada', 'lifted', 'off', 'in', 'march', 'and', 'also', 'like', 'the', 'fed', 'picked', 'up', 'the', 'pace', 'of', 'tightening', 'with', 'a', 'rate', 'hike', 'of', 'basis', 'points', 'at', 'its', 'most', 'recent', 'meeting', 'central', 'banks', 'in', 'australia', 'and', 'sweden', 'pivoted', 'sharply', 'to', 'hike', 'rates', 'at', 'their', 'most', 'recent', 'meetings', 'after', 'previously', 'saying', 'that', 'such', 'moves', 'were', 'not', 'likely', 'anytime', 'soon', 'slide', 'shows', 'the', 'similarly', 'timed', 'policy', 'responses', 'across', 'advanced', 'and', 'emerging', 'economy', 'central', 'banks', 'in', 'terms', 'of', 'actual', 'and', 'anticipated', 'increases', 'in', 'their', 'policy', 'rates', 'emerging', 'market', 'economies', 'started', 'the', 'year', 'with', 'a', 'policy', 'rate', 'that', 'averaged', 'around', 'percent', 'and', 'they', 'are', 'expected', 'to', 'end', 'the', 'year', 'averaging', 'a', 'bit', 'over', 'percent', 'advanced', 'foreign', 'economies', 'started', 'a', 'bit', 'below', 'zero', 'and', 'at', 'this', 'point', 'are', 'expected', 'to', 'move', 'up', 'on', 'average', 'by', 'around', 'percentage', 'point', 'this', 'worldwide', 'increase', 'in', 'policy', 'rates', 'unfortunately', 'reflects', 'the', 'fact', 'that', 'inflation', 'is', 'a', 'global', 'problem', 'which', 'central', 'banks', 'around', 'the', 'world', 'recognize', 'must', 'be', 'addressed', 'finally', 'like', 'the', 'fed', 'many', 'other', 'central', 'banks', 'that', 'expanded', 'their', 'balance', 'sheets', 'over', 'the', 'past', 'two', 'years', 'are', 'now', 'reversing', 'course', 'in', 'recent', 'months', 'as', 'shown', 'in', 'slide', 'the', 'bank', 'of', 'canada', 'and', 'bank', 'of', 'england', 'have', 'begun', 'to', 'shrink', 'their', 'balance', 'sheets', 'by', 'stopping', 'full', 'reinvestment', 'of', 'maturing', 'assets', 'similar', 'to', 'what', 'the', 'fed', 'will', 'commence', 'in', 'june', 'although', 'the', 'ecb', 'has', 'committed', 'to', 'reinvesting', 'maturing', 'assets', 'for', 'quite', 'some', 'time', 'it', 'has', 'tapered', 'net', 'purchases', 'substantially', 'since', 'last', 'year', 'and', 'has', 'indicated', 'it', 'will', 'likely', 'end', 'those', 'purchases', 'early', 'in', 'the', 'third', 'quarter', 'some', 'have', 'expressed', 'concern', 'that', 'the', 'fed', 'can', 'not', 'raise', 'interest', 'rates', 'to', 'arrest', 'inflation', 'while', 'also', 'avoiding', 'a', 'sharp', 'slowdown', 'in', 'economic', 'growth', 'and', 'significant', 'damage', 'to', 'the', 'labor', 'market', 'one', 'argument', 'in', 'this', 'regard', 'warns', 'that', 'policy', 'tightening', 'will', 'reduce', 'the', 'current', 'high', 'level', 'of', 'job', 'vacancies', 'and', 'push', 'up', 'unemployment', 'substantially', 'based', 'on', 'the', 'historical', 'relationship', 'between', 'these', 'two', 'pieces', 'of', 'data', 'which', 'is', 'depicted', 'by', 'something', 'called', 'the', 'beveridge', 'curve', 'because', 'i', 'am', 'now', 'among', 'fellow', 'students', 'of', 'economics', 'i', 'wanted', 'to', 'take', 'a', 'moment', 'to', 'show', 'why', 'this', 'statement', 'may', 'not', 'be', 'correct', 'in', 'current', 'circumstances', 'first', 'a', 'little', 'background', 'the', 'relationship', 'between', 'vacancies', 'and', 'the', 'unemployment', 'rate', 'is', 'shown', 'in', 'slide', 'the', 'blue', 'dots', 'in', 'the', 'figure', 'show', 'observations', 'of', 'the', 'vacancy', 'rate', 'and', 'the', 'unemployment', 'rate', 'between', 'and', 'the', 'black', 'curve', 'is', 'the', 'fitted', 'relationship', 'between', 'the', 'log', 'of', 'vacancies', 'and', 'the', 'log', 'of', 'unemployment', 'over', 'this', 'period', 'it', 'has', 'a', 'somewhat', 'flat', 'downward', 'slope', 'from', 'this', 'the', 'argument', 'goes', 'policy', 'to', 'slow', 'demand', 'and', 'push', 'down', 'vacancies', 'requires', 'moving', 'along', 'this', 'curve', 'and', 'increasing', 'the', 'unemployment', 'rate', 'substantially', 'but', 'there', 'another', 'perspective', 'about', 'what', 'a', 'reduction', 'in', 'vacancies', 'implies', 'for', 'unemployment', 'that', 'is', 'just', 'as', 'plausible', 'if', 'not', 'more', 'so', 'slide', 'shows', 'the', 'same', 'observations', 'as', 'slide', 'but', 'also', 'adds', 'observations', 'from', 'the', 'pandemic', 'the', 'two', 'larger', 'red', 'dots', 'show', 'the', 'most', 'recent', 'observation', 'march', 'and', 'january', 'when', 'the', 'vacancy', 'rate', 'had', 'achieved', 'its', 'highest', 'rate', 'before', 'the', 'pandemic', 'these', 'two', 'dots', 'suggest', 'that', 'the', 'vacancy', 'rate', 'can', 'be', 'reduced', 'substantially', 'from', 'the', 'current', 'level', 'to', 'the', 'january', 'level', 'while', 'still', 'leaving', 'the', 'level', 'of', 'vacancies', 'consistent', 'with', 'a', 'strong', 'labor', 'market', 'and', 'with', 'a', 'low', 'level', 'of', 'unemployment', 'such', 'as', 'we', 'had', 'in', 'to', 'see', 'why', 'this', 'is', 'a', 'plausible', 'outcome', 'i', 'first', 'need', 'to', 'digress', 'a', 'bit', 'to', 'discuss', 'the', 'important', 'determinants', 'of', 'unemployment', 'many', 'factors', 'influence', 'the', 'unemployment', 'rate', 'and', 'vacancies', 'are', 'just', 'one', 'thus', 'to', 'understand', 'how', 'a', 'lower', 'vacancy', 'rate', 'would', 'influence', 'unemployment', 'going', 'forward', 'we', 'need', 'to', 'separate', 'the', 'direct', 'effect', 'of', 'vacancies', 'on', 'the', 'unemployment', 'rate', 'from', 'other', 'factors', 'to', 'do', 'that', 'we', 'first', 'need', 'to', 'review', 'the', 'factors', 'that', 'account', 'for', 'unemployment', 'movements', 'there', 'are', 'two', 'broad', 'determinants', 'of', 'unemployment', 'separations', 'from', 'employment', 'including', 'layoffs', 'and', 'quits', 'which', 'raise', 'unemployment', 'and', 'job', 'finding', 'by', 'the', 'unemployed', 'which', 'lowers', 'separations', 'consist', 'largely', 'of', 'layoffs', 'which', 'are', 'typically', 'cyclical', 'surging', 'in', 'recessions', 'and', 'falling', 'during', 'booms', 'job', 'finding', 'is', 'also', 'highly', 'cyclical', 'rising', 'as', 'the', 'labor', 'market', 'tightens', 'and', 'falling', 'in', 'recessions', 'to', 'see', 'how', 'separations', 'and', 'job', 'finding', 'affect', 'the', 'unemployment', 'rate', 'it', 'helpful', 'to', 'start', 'with', 'equation', 'on', 'slide', 'which', 'states', 'that', 'in', 'a', 'steady', 'state', 'that', 'is', 'when', 'the', 'unemployment', 'rate', 'is', 'constant', 'flows', 'into', 'unemployment', 'the', 'left', 'side', 'of', 'equation', 'must', 'equal', 'flows', 'out', 'of', 'unemployment', 'the', 'right', 'side', 'flows', 'into', 'unemployment', 'equal', 'the', 'separations', 'rate', 's', 'times', 'the', 'level', 'of', 'employment', 'for', 'simplicity', 'i', 'normalized', 'the', 'labor', 'force', 'to', 'so', 'that', 'employment', 'equals', 'minus', 'unemployment', 'u', 'flows', 'out', 'of', 'unemployment', 'the', 'right', 'side', 'of', 'the', 'equation', 'equal', 'the', 'rate', 'of', 'job', 'finding', 'f', 'times', 'the', 'number', 'of', 'unemployed', 'rearranging', 'this', 'equation', 'yields', 'an', 'expression', 'for', 'the', 'unemployment', 'rate', 'equation', 'because', 'flows', 'into', 'and', 'out', 'of', 'unemployment', 'are', 'quite', 'high', 'the', 'actual', 'unemployment', 'rate', 'converges', 'to', 'the', 'unemployment', 'rate', 'quickly', 'and', 'the', 'unemployment', 'rate', 'typically', 'tracks', 'the', 'actual', 'rate', 'so', 'going', 'forward', 'i', 'going', 'to', 'think', 'of', 'the', 'unemployment', 'rate', 'as', 'a', 'good', 'approximation', 'of', 'the', 'actual', 'unemployment', 'rate', 'now', 'let', 'me', 'focus', 'on', 'job', 'finding', 'which', 'is', 'often', 'thought', 'to', 'depend', 'on', 'the', 'number', 'of', 'job', 'vacancies', 'relative', 'to', 'the', 'number', 'of', 'unemployed', 'workers', 'to', 'see', 'why', 'start', 'with', 'equation', 'on', 'slide', 'which', 'states', 'that', 'the', 'number', 'of', 'hires', 'is', 'an', 'increasing', 'function', 'of', 'both', 'the', 'number', 'of', 'job', 'vacancies', 'and', 'the', 'number', 'of', 'unemployed', 'individuals', 'searching', 'for', 'jobs', 'the', 'more', 'firms', 'there', 'are', 'looking', 'for', 'workers', 'and', 'the', 'more', 'workers', 'there', 'are', 'looking', 'for', 'jobs', 'the', 'more', 'matches', 'or', 'hires', 'there', 'will', 'be', 'for', 'convenience', 'i', 'assuming', 'a', 'mathematical', 'representation', 'of', 'this', 'matching', 'function', 'takes', 'a', 'form', 'if', 'we', 'divide', 'both', 'sides', 'of', 'equation', 'by', 'unemployment', 'we', 'get', 'equation', 'which', 'expresses', 'the', 'rate', 'as', 'a', 'function', 'of', 'the', 'ratio', 'of', 'vacancies', 'to', 'unemployment', 'or', 'labor', 'market', 'tightness', 'because', 'we', 'have', 'data', 'for', 'both', 'the', 'left', 'and', 'right', 'sides', 'of', 'equation', 'we', 'can', 'estimate', 'it', 'and', 'obtain', 'parameter', 'values', 'for', 'the', 'elasticity', 'of', 'job', 'finding', 'with', 'respect', 'to', 'labor', 'market', 'tightness', 'sigma', 'and', 'matching', 'efficiency', 'matching', 'efficiency', 'represents', 'factors', 'that', 'can', 'increase', 'or', 'decrease', 'job', 'findings', 'without', 'changes', 'in', 'labor', 'market', 'tightness', 'on', 'the', 'one', 'hand', 'if', 'the', 'workers', 'searching', 'for', 'jobs', 'are', 'well', 'suited', 'for', 'the', 'jobs', 'that', 'are', 'available', 'matching', 'efficiency', 'will', 'be', 'high', 'on', 'the', 'other', 'hand', 'if', 'many', 'searching', 'workers', 'are', 'not', 'well', 'suited', 'for', 'the', 'available', 'jobs', 'matching', 'efficiency', 'will', 'be', 'the', 'last', 'step', 'is', 'to', 'plug', 'our', 'expression', 'for', 'job', 'finding', 'into', 'equation', 'the', 'unemployment', 'rate', 'yielding', 'equation', 'equation', 'shows', 'how', 'vacancies', 'affect', 'the', 'unemployment', 'rate', 'to', 'illustrate', 'this', 'relationship', 'i', 'solve', 'equation', 'for', 'different', 'values', 'of', 'v', 'and', 's', 'holding', 'the', 'matching', 'efficiency', 'parameters', 'constant', 'that', 'is', 'i', 'pick', 'a', 'separation', 'rate', 'at', 'some', 'level', 'and', 'trace', 'out', 'what', 'happens', 'to', 'the', 'unemployment', 'rate', 'as', 'the', 'vacancy', 'rate', 'changes', 'then', 'i', 'pick', 'a', 'different', 'separation', 'rate', 'and', 'again', 'trace', 'out', 'the', 'effect', 'of', 'vacancies', 'on', 'unemployment', 'the', 'result', 'is', 'shown', 'on', 'slide', 'which', 'plots', 'four', 'curves', 'showing', 'the', 'effect', 'of', 'vacancies', 'on', 'unemployment', 'for', 'four', 'different', 'separation', 'rates', 'each', 'curve', 'is', 'convex', 'as', 'the', 'number', 'of', 'vacancies', 'increases', 'relative', 'to', 'the', 'number', 'of', 'individuals', 'looking', 'for', 'work', 'it', 'becomes', 'harder', 'for', 'firms', 'to', 'fill', 'jobs', 'with', 'suitable', 'workers', 'and', 'more', 'jobs', 'remain', 'vacant', 'this', 'is', 'exactly', 'the', 'situation', 'many', 'employers', 'are', 'now', 'experiencing', 'because', 'more', 'vacancies', 'generate', 'fewer', 'and', 'fewer', 'hires', 'they', 'result', 'in', 'smaller', 'and', 'smaller', 'reductions', 'in', 'unemployment', 'but', 'large', 'numbers', 'of', 'vacancies', 'are', 'of', 'course', 'a', 'hallmark', 'of', 'tight', 'labor', 'markets', 'and', 'additional', 'vacancies', 'continue', 'to', 'strongly', 'boost', 'wage', 'growth', 'and', 'quits', 'the', 'curve', 'farthest', 'to', 'the', 'right', 'labeled', 'represents', 'a', 'situation', 'when', 'the', 'separations', 'rate', 'is', 'percent', 'a', 'historically', 'high', 'level', 'this', 'rate', 'is', 'approximately', 'the', 'level', 'seen', 'in', 'the', 'middle', 'of', 'just', 'after', 'the', 'onset', 'of', 'the', 'pandemic', 'you', 'can', 'see', 'that', 'when', 'the', 'separations', 'rate', 'is', 'this', 'high', 'the', 'unemployment', 'rate', 'is', 'also', 'going', 'to', 'be', 'high', 'no', 'matter', 'the', 'level', 'of', 'vacancies', 'now', 'let', 'think', 'about', 'what', 'happens', 'as', 'the', 'economy', 'recovers', 'as', 'it', 'has', 'over', 'the', 'past', 'two', 'years', 'in', 'an', 'expansion', 'layoffs', 'fall', 'pushing', 'down', 'separations', 'and', 'moving', 'the', 'curve', 'to', 'the', 'left', 'at', 'the', 'same', 'time', 'greater', 'labor', 'demand', 'increases', 'vacancies', 'causing', 'the', 'labor', 'market', 'to', 'move', 'up', 'the', 'steep', 'curves', 'the', 'combination', 'of', 'these', 'movements', 'is', 'shown', 'in', 'slide', 'as', 'the', 'black', 'fitted', 'curve', 'which', 'i', 'reproduced', 'from', 'slide', 'as', 'you', 'recall', 'the', 'black', 'curve', 'fits', 'the', 'actual', 'observations', 'on', 'unemployment', 'and', 'vacancies', 'we', 'saw', 'before', 'the', 'pandemic', 'and', 'we', 'now', 'can', 'see', 'that', 'these', 'observations', 'are', 'produced', 'by', 'a', 'combination', 'of', 'changes', 'in', 'vacancies', 'and', 'separations', 'as', 'well', 'as', 'other', 'influences', 'on', 'unemployment', 'decreases', 'in', 'the', 'separations', 'rate', 'reduce', 'the', 'unemployment', 'rate', 'without', 'changing', 'vacancies', 'imparting', 'a', 'flatness', 'to', 'the', 'fitted', 'curve', 'relative', 'to', 'the', 'steeper', 'curves', 'that', 'only', 'reflect', 'the', 'effect', 'of', 'vacancies', 'if', 'we', 'want', 'to', 'just', 'focus', 'on', 'the', 'effect', 'of', 'vacancies', 'then', 'we', 'should', 'be', 'looking', 'at', 'the', 'steep', 'curves', 'especially', 'when', 'the', 'labor', 'market', 'is', 'tight', 'as', 'it', 'is', 'now', 'what', 'does', 'all', 'this', 'suggest', 'about', 'what', 'will', 'happen', 'to', 'the', 'labor', 'market', 'when', 'as', 'i', 'expect', 'a', 'tightening', 'of', 'financial', 'conditions', 'and', 'fading', 'fiscal', 'stimulus', 'start', 'to', 'cool', 'labor', 'demand', 'slide', 'focuses', 'on', 'the', 'beveridge', 'curve', 'the', 'relationship', 'produced', 'by', 'the', 'direct', 'effect', 'of', 'changes', 'in', 'vacancies', 'on', 'unemployment', 'when', 'the', 'separations', 'rate', 'is', 'low', 'as', 'it', 'is', 'the', 'march', 'observation', 'lies', 'at', 'the', 'top', 'of', 'the', 'curve', 'and', 'is', 'labeled', 'point', 'a', 'if', 'there', 'is', 'cooling', 'in', 'aggregate', 'demand', 'spurred', 'by', 'monetary', 'policy', 'tightening', 'that', 'tempers', 'labor', 'demand', 'then', 'vacancies', 'should', 'fall', 'substantially', 'suppose', 'they', 'decrease', 'from', 'the', 'current', 'level', 'of', 'percent', 'to', 'percent', 'the', 'rate', 'prevailing', 'in', 'january', 'when', 'the', 'labor', 'market', 'was', 'still', 'quite', 'strong', 'then', 'we', 'should', 'travel', 'down', 'the', 'curve', 'from', 'point', 'a', 'to', 'point', 'the', 'unemployment', 'rate', 'will', 'increase', 'but', 'only', 'somewhat', 'because', 'labor', 'demand', 'is', 'still', 'not', 'as', 'because', 'when', 'the', 'labor', 'market', 'is', 'very', 'tight', 'as', 'it', 'is', 'now', 'vacancies', 'generate', 'relatively', 'few', 'hires', 'indeed', 'hires', 'per', 'vacancy', 'are', 'currently', 'at', 'historically', 'low', 'levels', 'thus', 'reducing', 'vacancies', 'from', 'an', 'extremely', 'high', 'level', 'to', 'a', 'lower', 'but', 'still', 'strong', 'level', 'has', 'a', 'relatively', 'limited', 'effect', 'on', 'hiring', 'and', 'on', 'unemployment', 'now', 'i', 'also', 'show', 'the', 'january', 'observation', 'of', 'vacancies', 'and', 'unemployment', 'recall', 'this', 'is', 'also', 'where', 'the', 'economy', 'was', 'over', 'the', 'year', 'prior', 'to', 'the', 'pandemic', 'as', 'you', 'can', 'see', 'moving', 'from', 'the', 'march', 'observation', 'to', 'the', 'january', 'observation', 'is', 'not', 'that', 'different', 'from', 'the', 'change', 'in', 'the', 'unemployment', 'rate', 'predicted', 'by', 'my', 'estimated', 'beveridge', 'curve', 'which', 'suggests', 'the', 'predicted', 'small', 'increase', 'in', 'unemployment', 'is', 'a', 'plausible', 'outcome', 'to', 'policy', 'tightening', 'if', 'labor', 'demand', 'cools', 'will', 'separations', 'increase', 'and', 'shift', 'the', 'curve', 'outward', 'increasing', 'unemployment', 'further', 'i', 'do', 'think', 'so', 'as', 'shown', 'on', 'slide', 'outside', 'of', 'recessions', 'layoffs', 'do', 'change', 'much', 'instead', 'changes', 'in', 'labor', 'demand', 'appear', 'to', 'be', 'reflected', 'primarily', 'in', 'changes', 'in', 'vacancies', 'now', 'it', 'certainly', 'possible', 'even', 'probable', 'that', 'influences', 'on', 'the', 'unemployment', 'rate', 'other', 'than', 'vacancies', 'will', 'change', 'going', 'forward', 'in', 'terms', 'of', 'the', 'equations', 'we', 'have', 'been', 'discussing', 'layoffs', 'could', 'increase', 'somewhat', 'instead', 'of', 'staying', 'constant', 'matching', 'efficiency', 'could', 'also', 'improve', 'or', 'deteriorate', 'the', 'vacancy', 'rate', 'could', 'also', 'change', 'more', 'or', 'less', 'than', 'i', 'have', 'assumed', 'thus', 'i', 'not', 'arguing', 'that', 'the', 'unemployment', 'rate', 'will', 'end', 'up', 'exactly', 'as', 'the', 'beveridge', 'curve', 'i', 'drawn', 'suggests', 'but', 'i', 'do', 'think', 'it', 'quite', 'plausible', 'that', 'the', 'unemployment', 'rate', 'will', 'end', 'up', 'in', 'the', 'vicinity', 'of', 'what', 'the', 'beveridge', 'curve', 'currently', 'predicts', 'another', 'consideration', 'is', 'that', 'dynamics', 'could', 'take', 'hold', 'if', 'the', 'unemployment', 'rate', 'increases', 'by', 'a', 'certain', 'amount', 'as', 'suggested', 'by', 'the', 'sahm', 'rule', 'which', 'holds', 'that', 'recessions', 'have', 'in', 'the', 'past', 'occurred', 'whenever', 'the', 'moving', 'average', 'of', 'the', 'unemployment', 'rate', 'rises', 'percentage', 'point', 'over', 'its', 'minimum', 'rate', 'over', 'the', 'previous', 'we', 'certainly', 'need', 'to', 'be', 'alert', 'to', 'this', 'possibility', 'but', 'the', 'past', 'is', 'not', 'always', 'prescriptive', 'of', 'the', 'future', 'the', 'current', 'situation', 'is', 'unique', 'we', 'never', 'seen', 'a', 'vacancy', 'rate', 'of', 'percent', 'before', 'reducing', 'the', 'vacancy', 'rate', 'by', 'percentage', 'points', 'would', 'still', 'leave', 'it', 'at', 'a', 'level', 'seen', 'at', 'the', 'end', 'of', 'the', 'last', 'expansion', 'whereas', 'in', 'previous', 'expansions', 'a', 'reduction', 'of', 'percent', 'would', 'have', 'left', 'vacancies', 'at', 'or', 'below', 'percent', 'a', 'level', 'only', 'seen', 'in', 'extremely', 'weak', 'labor', 'markets', 'to', 'sum', 'up', 'the', 'relationship', 'between', 'vacancies', 'and', 'unemployment', 'gives', 'me', 'reason', 'to', 'hope', 'that', 'policy', 'tightening', 'in', 'current', 'circumstances', 'can', 'tame', 'inflation', 'without', 'causing', 'a', 'sharp', 'increase', 'in', 'unemployment', 'of', 'course', 'the', 'path', 'of', 'the', 'economy', 'depends', 'on', 'many', 'factors', 'including', 'how', 'the', 'ukraine', 'war', 'and', 'evolve', 'from', 'this', 'discussion', 'i', 'am', 'left', 'optimistic', 'that', 'the', 'strong', 'labor', 'market', 'can', 'handle', 'higher', 'rates', 'without', 'a', 'significant', 'increase', 'in', 'unemployment', 'in', 'closing', 'i', 'want', 'to', 'again', 'thank', 'the', 'institute', 'for', 'the', 'invitation', 'to', 'address', 'you', 'today', 'at', 'a', 'time', 'of', 'considerable', 'challenge', 'for', 'germany', 'and', 'the', 'united', 'states', 'it', 'not', 'the', 'first', 'time', 'we', 'have', 'faced', 'such', 'moments', 'together', 'just', 'south', 'of', 'the', 'frankfurt', 'airport', 'is', 'a', 'surprising', 'couple', 'of', 'antique', 'military', 'cargo', 'planes', 'parked', 'on', 'the', 'side', 'of', 'the', 'autobahn', 'they', 'were', 'built', 'by', 'douglas', 'aircraft', 'nearly', 'years', 'ago', 'and', 'stand', 'today', 'as', 'monuments', 'to', 'one', 'of', 'the', 'greatest', 'achievements', 'of', 'cooperation', 'between', 'the', 'people', 'of', 'europe', 'and', 'those', 'of', 'the', 'united', 'states', 'for', 'months', 'these', 'two', 'planes', 'and', 'many', 'others', 'took', 'off', 'and', 'landed', 'in', 'perpetual', 'motion', 'delivering', 'million', 'tons', 'of', 'food', 'fuel', 'and', 'other', 'essentials', 'to', 'the', 'people', 'of', 'berlin', 'who', 'were', 'surrounded', 'and', 'besieged', 'by', 'soviet', 'forces', 'the', 'commitment', 'and', 'ultimate', 'triumph', 'of', 'this', 'improbable', 'airlift', 'was', 'in', 'many', 'ways', 'the', 'beginning', 'of', 'an', 'alliance', 'that', 'has', 'included', 'ongoing', 'economic', 'cooperation', 'that', 'has', 'strengthened', 'both', 'our', 'democracies', 'in', 'that', 'spirit', 'i', 'am', 'certain', 'we', 'can', 'both', 'overcome', 'the', 'economic', 'challenges', 'that', 'lie', 'ahead']\n", "\n", "\n", "4160\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "b3SqTkNedxYM", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "704074e0-771c-41ca-84ad-2b5905361a04" }, "source": [ "#Frequency distribution :\n", "fdist = FreqDist(words_no_punc)\n", "\n", "fdist.most_common(10)" ], "execution_count": 76, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[('the', 294),\n", " ('of', 137),\n", " ('and', 125),\n", " ('to', 114),\n", " ('in', 97),\n", " ('a', 78),\n", " ('is', 68),\n", " ('that', 65),\n", " ('unemployment', 57),\n", " ('rate', 56)]" ] }, "metadata": {}, "execution_count": 76 } ] }, { "cell_type": "code", "metadata": { "id": "kotl9nuTdyge", "colab": { "base_uri": "https://localhost:8080/", "height": 345 }, "outputId": "c802ca4b-5c68-43bc-d035-00bf08a9384f" }, "source": [ "#Plot the most common words on grpah:\n", "\n", "fdist.plot(10)" ], "execution_count": 77, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAFICAYAAAC/VeIiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deXxddZ3/8dcne9IlS9MlTfeFQiltId0LsimCOuLCKDoqzqj4G/k5zg9/rjOuv1nQmXEfFxwUxBHHBZUiiFAKpXtT2kJXmm50T9M0Sdu0aZN8fn+ck/Q2pE2a5t5zc+/7+XjcR+45596cdwK9n3yX8z3m7oiIiABkRB1ARESSh4qCiIi0U1EQEZF2KgoiItJORUFERNqpKIiISLusqANcitLSUh8zZkyP3nvy5Eny8/N7N5ByKEcK5kiGDMrRuznWrFlT4+6DOz3o7nF5AHnAKmA9sBH4Srh/LLASqAL+B8gJ9+eG21Xh8TFdnaOiosJ7qrKyssfv7U3KcS7lOFcy5EiGDO7K0dGl5AAq/Tyfq/HsPmoCbnL3acB04FYzmwN8Dfimu08AjgIfCl//IeBouP+b4etERCSB4lYUwoJ0PNzMDh8O3AT8Jtz/EPC28Pnt4Tbh8ZvNzOKVT0REXiuuA81mlmlm64Bq4GlgO1Dn7s3hS/YC5eHzcmAPQHi8HhgUz3wiInIu8wSsfWRmRcDvgC8AD4ZdRJjZSOBJd59iZhuAW919b3hsOzDb3Ws6fK+7gbsBysrKKhYsWNCjTI2NjRQUFPT0R+o1yqEcyZ4jGTIoR+/mmDFjxhp3n9HpwfMNNvT2A/gi8CmgBsgK980FngqfPwXMDZ9nha+zC31PDTT3HuU4l3IkVwZ35eiozw00m9ngsIWAmeUDbwA2A4uAO8KX3QX8IXz+WLhNePzZMLyIiCRIPK9TKAMeMrNMgrGLX7n742a2Cfilmf0TsBZ4IHz9A8DDZlYF1AJ3xitYfeMZVu47xcjLTjFkQF68TiMi0ufErSi4+0vA1Z3s3wHM6mT/KeAv45Un1qd/u56nNtZRMqyaO2eNSsQpRUT6hLRc5mLe+FIAlm0/EnESEZHkkqZFIZjpumz7ETRsISJyVloWhQlD+lOUl0HN8Sa2VR/v+g0iImkiLYuCmXHVkBwAllXVdPFqEZH0kZZFAThbFDSuICLSLu2LwoodR2hp1biCiAikcVEY0i+LkSX5NJxqZuP++qjjiIgkhbQtCgDzw6mpS6vUhSQiAmleFOa2T03VYLOICKR5UWi7iG31rlpON7dGnEZEJHppXRQGD8jlsqH9OXWmlbWvHo06johI5NK6KICWvBARiaWioHEFEZF2aV8UZo8bRIbB2lfraDzd3PUbRERSWNoXhcL8bK4qL6S51Vm9S+MKIpLe0r4oAMxtG1fQOkgikuZUFDh3KW0RkXSmogDMHFNCdqaxYX89dY2no44jIhIZFQUgPyeTq0cV4w4rdtRGHUdEJDIqCqG2dZCWa2qqiKQxFYXQvAnBuMJSjSuISBpTUQhNG1FEfnYmVdXHqW44FXUcEZFIqCiEcrIymDW2BIDlO9RaEJH0pKIQo21q6lJdryAiaUpFIcb8CVocT0TSm4pCjCvKBlKYn83eoyd59Uhj1HFERBJORSFGZoYxZ1wwrqBVU0UkHakodKAuJBFJZyoKHcSug+TuEacREUksFYUOxg/uz5ABudQcb2Jb9fGo44iIJJSKQgdmpqmpIpK2VBQ6ofs2i0i6UlHoRNs6SCt2HKGlVeMKIpI+4lYUzGykmS0ys01mttHMPhHu/7KZ7TOzdeHjTTHv+ZyZVZnZVjN7Y7yydWVEcQGjSgo4dqqZDfvqo4ohIpJw8WwpNAOfdPfJwBzgHjObHB77prtPDx9PAITH7gSuBG4Fvm9mmXHMd0HzJ+hubCKSfuJWFNz9gLu/GD4/BmwGyi/wltuBX7p7k7vvBKqAWfHK15X2+zbrIjYRSSOWiLn4ZjYGWAxMAe4FPgg0AJUErYmjZvY9YIW7/zx8zwPAk+7+mw7f627gboCysrKKBQsW9ChTY2MjBQUF5z1ed6qFDy04TE4m/Oz2oWRnWo/Oc6k5EkU5lCOZMyhH7+aYMWPGGnef0elBd4/rA+gPrAHeEW4PBTIJWin/DPwk3P894H0x73sAuONC37uiosJ7qrKyssvX3PKN5330Zx73Fdtrenye3siRCMpxLuVIrgzuytHRpeQAKv08n6txnX1kZtnAb4H/dvdHwyJ0yN1b3L0V+DFnu4j2ASNj3j4i3BeZueN1NzYRSS/xnH1kBH/tb3b3b8TsL4t52duBDeHzx4A7zSzXzMYCE4FV8crXHW3rIOm+zSKSLrLi+L3nA+8HXjazdeG+zwPvMbPpgAO7gI8CuPtGM/sVsIlg5tI97t4Sx3xdmjW2hAyDta/W0Xi6mYKceP66RESiF7dPOXdfAnQ2OvvEBd7zzwTjDEmhMD+bq8oLWb+3nlU7a7lh0pCoI4mIxJWuaO7CvPYuJI0riEjqU1HoQvvieBpXEJE0oKLQhRmjS8jJzGDj/gbqGk9HHUdEJK5UFLqQn5PJ1aOKcIcVO2qjjiMiElcqCt0wT0teiEiaUFHoBi2OJyLpQkWhG6aOKKIgJ5Oq6uMcajgVdRwRkbhRUeiGnKwMZo4pATQ1VURSm4pCN53tQtK4goikLhWFbmobbF5adaRtFVcRkZSjotBNk8sGUpifzb66k+ypPRl1HBGRuFBR6KaMDGPuOF3dLCKpTUXhIszT1FQRSXEqChehbVxh+fYajSuISEpSUbgI4wf3Y8iAXGqOn+aVQ8ejjiMi0utUFC6CmbXfjU1TU0UkFakoXKS2+zZrXEFEUpGKwkVqu7/Cih1HaG5pjTiNiEjvUlG4SCOKCxg9qIBjp5rZuL8h6jgiIr1KRaEHdDc2EUlVKgo9cHZqqsYVRCS1qCj0wJzwyubVu2ppam6JOI2ISO9RUeiBwQNymTR0AKfOtLL21bqo44iI9BoVhR7SkhcikopUFHqo/b7NVRpsFpHUoaLQQ7PHlZBhsG5PHSeamqOOIyLSK1QUemhgXjZXjSiiudVZvas26jgiIr1CReESzNOSFyKSYlQULsH88VocT0RSi4rCJagYXUxOZgYb9zdQ13g66jgiIpdMReES5Odkcs3oItyDBfJERPo6FYVL1D41VeMKIpIC4lYUzGykmS0ys01mttHMPhHuLzGzp81sW/i1ONxvZvYdM6sys5fM7Jp4ZetN7Yvj6XoFEUkB8WwpNAOfdPfJwBzgHjObDHwWWOjuE4GF4TbAbcDE8HE38IM4Zus100YWUZCTyfbDJzjUcCrqOCIilyRuRcHdD7j7i+HzY8BmoBy4HXgofNlDwNvC57cDP/PACqDIzMrila+3ZGdmMGtsCaBVU0Wk70vImIKZjQGuBlYCQ939QHjoIDA0fF4O7Il5295wX9Jrm5qqLiQR6euy4n0CM+sP/Bb4e3dvMLP2Y+7uZuYX+f3uJuheoqysjDVr1vQoV2NjY4/f21HR6TMALNq8n8rKM8T+jInMcSmUQzmSOYNyJDCHu8ftAWQDTwH3xuzbCpSFz8uAreHzHwHv6ex153tUVFR4T1VWVvb4vR21tLT6tK885aM/87jvqjkeWY5LoRznUo7kyuCuHB1dSg6g0s/zuRrP2UcGPABsdvdvxBx6DLgrfH4X8IeY/R8IZyHNAer9bDdTUsvIMOaO05IXItL3xXNMYT7wfuAmM1sXPt4E3Ae8wcy2Aa8PtwGeAHYAVcCPgY/FMVuv0zpIIpIK4jam4O5LgPN1rt/cyesduCdeeeJt3oS2+zbX4O4XNa4gIpIsLrqlYGbFZjY1HmH6snGl/Rg6MJea46d55dDxqOOIiPRIt4qCmT1nZgPNrAR4EfixmX2jq/elEzNrX/JCU1NFpK/qbkuh0N0bgHcQXGA2m2A8QGJoXEFE+rruFoWs8OridwGPxzFPn9Y2rrByxxGaW1ojTiMicvG6WxS+QnC9QZW7rzazccC2+MXqm8qL8hkzqIBjTc1s2N8QdRwRkYvW3aJwwN2nuvvHANx9B6AxhU7M1d3YRKQP625R+G4396W99nGFKo0riEjfc8HrFMxsLjAPGGxm98YcGghkxjNYXzU3LAqrd9XS1NxCbpZ+TSLSd3TVUsgB+hMUjwExjwbgjvhG65tK++dy+bABNDW3svbVuqjjiIhclAu2FNz9eeB5M3vQ3XcnKFOfN298KVsOHmNZVQ1zwjWRRET6gu6OKeSa2f1m9mcze7btEddkfZiuVxCRvqq7ax/9Gvgh8F9AS/zipIZZ40rIMFi3p44TTc30y437bStERHpFdz+tmt29T9wzORkMzMtm6ogi1u2pY9WuWm6cNCTqSCIi3dLd7qMFZvYxMyszs5K2R1yT9XFtXUi6b7OI9CXdLQp3AZ8ClgFrwkdlvEKlAi2OJyJ9Ube6j9x9bLyDpJoZY4rJycxg04EGjp44TXG/nKgjiYh0qVtFwcw+0Nl+d/9Z78ZJHXnZmVwzuogVO2pZufMIt04pizqSiEiXutt9NDPmcR3wZeCtccqUMua3dyFpXEFE+obudh99PHbbzIqAX8YlUQqZN2EQ//G0FscTkb7jom/HGToBaJyhC1NHFNEvJ5Pth09wsP5U1HFERLrU3dtxLjCzx8LHH4GtwO/iG63vy87MYNbYYObu8h1qLYhI8uvuxWv/HvO8Gdjt7nvjkCflzBtfyqKth1lWdYS3Xz0i6jgiIhfUrZZCuDDeFoIVUouB0/EMlUrmTTi7DpK7R5xGROTCutt99C5gFfCXBPdpXmlmWjq7G64YNpCigmz21Z3k1drGqOOIiFxQdwea/wGY6e53ufsHgFnAF+IXK3VkZBhzw+WzNTVVRJJdd4tChrtXx2wfuYj3pr15E3TfZhHpG7o70PwnM3sKeCTcfjfwRHwipZ7YxfHcHTOLOJGISOe6ukfzBGCou3/KzN4BXBseWg78d7zDpYpxpf0YNjCPgw2n2HroGJcPGxh1JBGRTnXVBfQtgvsx4+6Puvu97n4vwTUK34p3uFRhZmfvxqZxBRFJYl0VhaHu/nLHneG+MXFJlKLm6hadItIHdFUUii5wLL83g6S6tsHmlTuO0NzSGnEaEZHOdVUUKs3sIx13mtmHCW60I91UXpTPmEEFHGtqZsP+hqjjiIh0qqvZR38P/M7M/oqzRWAGkAO8PZ7BUtG8CaXsOvIqS6tqmD7yQo0wEZFoXLCl4O6H3H0e8BVgV/j4irvPdfeDF3qvmf3EzKrNbEPMvi+b2T4zWxc+3hRz7HNmVmVmW83sjZfyQyUr3bdZRJJdd++nsAhYdJHf+0Hge0DHu7N9091jF9jDzCYDdwJXAsOBZ8zsMndvuchzJrW2K5tX76qlqbmF3KzMiBOJiJwrblclu/tioLabL78d+KW7N7n7TqCKYCmNlDKofy6XDxtAU3MrL+6uizqOiMhrWDxX7jSzMcDj7j4l3P4y8EGCax8qgU+6+1Ez+x6wwt1/Hr7uAeBJd/9NJ9/zbuBugLKysooFCxb0KFtjYyMFBQU9eu+l+Om6Bh7f1sgdV/TjPVMGRJajI+VQjmTOoBy9m2PGjBlr3H1GpwfdPW4PgmsZNsRsDwUyCVoo/wz8JNz/PeB9Ma97ALijq+9fUVHhPVVZWdnj916KZzYd9NGfedzf8f2lkeboSDnOpRzJlcFdOTq6lBxApZ/nczWhi9p5MHDd4u6twI8520W0DxgZ89IR4b6UM2tsCZkZxvo9dRxvao46jojIORJaFMysLGbz7UDbzKTHgDvNLNfMxgITCe7fkHIG5GVzVXkhza3O6l3dHXIREUmM7q6SetHM7BHgBqDUzPYCXwJuMLPpgBNMb/0ogLtvNLNfAZsIbvd5j6fYzKNY8ycMYt2eOpZV1XDrsKjTiIicFbei4O7v6WT3Axd4/T8TjDOkvHnjS/nPRdtZtv0Itw6LfsBKRKSNbpQTgYrRxeRkZbDpQAPHmrQOkogkDxWFCORlZ1Ixqhh32HD4dNRxRETaqShEpG3Jiw3VKgoikjxUFCLStpT2S9VNEScRETlLRSEiU0cU0i8nk/3HWvjXJzazelet7rMgIpGL2+wjubDszAzeeOUwHl27jx8t3sGPFu+gMD+bGyYN5qbLh3D9ZYMpKsiJOqaIpBkVhQh9/Y6pXDWgkT0tRSzaWs3OmhP8Yd1+/rBuPxkWzFK68fIh3Hz5UC4b2h8zizqyiKQ4FYUIZWVmMHVoLn9dMZkv/sVkdhw+zrNbqlm0tZqVO2pZvesoq3cd5et/2kp5UT43XT6Emy4fwtzxg8jL1rLbItL7VBSSyLjB/Rk3uD8fvm4cx06dYcm2GhZuqea5rdXsqzvJwyt28/CK3eRlZzB/fCk3hkVieJFuly0ivUNFIUkNyMvmtqvKuO2qMlpbnZf21fPslmqe3XKIDfsaWLilmoVbqgG4fNgAbr4iKBDTRxaTmaFuJhHpGRWFPiAjw5g+sojpI4u49w2XcajhFM9trWbh5mqWVNWw5eAxthw8xn8u2k5xQTY3TBrCjZcP4fqJgyksyI46voj0ISoKfdDQgXm8e+Yo3j1zFE3NLazcURu2Iqp5tbaR363dx+/W7iMzw6gYXczNYTfThCEarBaRC1NR6ONyszJ53WWDed1lg/nSX0xm++ETLNpSzcIth6jcdZRVO2tZtbOWf31yCyOK87n58qAVMWecBqtF5LVUFFKImTFhSH8mDOnPR143jvqTZ3hh22Ge3VLNc1sPs/foSR5avpuHlu8mPzuT+RNK22c0iYiAikJKK8zP5i1Th/OWqcNpaXXW760LWhGbq9l0oIFnNh/imc2HABhTmMUthzZz7YRSZo0tUStCJE2pKKSJzAzjmlHFXDOqmE/eMokD9SdZtCVoRSytqmFXfTP3L97B/Yt3kJOVwawxJVw7sZRrJ5QyuWwgGZrRJJIWVBTSVFlhPu+dPYr3zh7FqTMt/OLplRyyYpZsq2Hj/gaWVNWwpKoGgEH9cpg3oZTrJgaPskJdFyGSqlQUhLzsTKYNzaWi4gq4DY4cb2Lp9iMs2XaYF7bVcKD+FAvW72fB+v0AjB/cj+smDubaCaXMGT+I/rn630gkVehfs7zGoP65vHXacN46bTjuzvbDJ1iy7TBLqmpYvv0I2w+fYPvhEzy4bBdZYbfUtRNLuXZiKVPLC8nK1OK7In2VioJcUOyMpg/OH8uZllbW7anjhVcO80JVDev31LFqVy2rdtXyjadfYUBeFvPGD+LaiYN53cRSRg/qF/WPICIXQUVBLkp2ZgYzx5Qwc0wJ994yifqTZ1i+/QhLqg6zZFsNu4408tTGQzy1MZjVNLIkn2snDOa6iaXMGz9Iy4GLJDkVBbkkhfnZ3DplGLdOGQbAntpGXthWw5KqwyytOsKe2pM8supVHln1KmYwtbyQayeWct3EwVwzqpicLHU1iSQTFQXpVSNLCtpnNbW0Ohv21bOkqoYXth1mze6jrN9bz/q99fznou0U5GQye2wJ104MWhITh/SPOr5I2lNRkLjJzDCmjSxi2sgi7rlxAieamlm1s7a9JfHKoeMs2nqYRVsPAzB0YC5XD85k4IhjTBw6IOL0IulJRUESpl9uFjeGay8BHGo4xZJtQStiSdURDjU08acG+NM3FzNnXAkfmDuGN0weSrZmM4kkjIqCRGbowDzeWTGCd1aMwN3ZuL+B7/xxDUv2nmbFjlpW7Khl6MBc3jtrNO+ZNZIhA/OijiyS8vQnmCQFM2NKeSEfrShkxedv5st/MZnxg/txqKGJbz7zCvPue5b//YsXWbnjCO4edVyRlKWWgiSdgXnZfHD+WO6aN4Zl24/w8PLdPL35EI+/dIDHXzrA5cMG8L45o3n71eX009XUIr1K/6IkaZkZ8yeUMn9CKQfqT/KLla/yyKo9bDl4jH/8/Qa+9uQW3lkxgvfNGc0EzVwS6RUqCtInlBXm88lbJvHxmyby5IYDPLx8N5W7j/Lgsl08uGwX8ycM4v1zRvP6K4ZqmQ2RS6CiIH1KTlYGt08v5/bp5Wza38DDK3bx+7X7WVp1hKVVRygrzOO9s0Zx56xRDB6QG3VckT5Hf1JJnzV5+ED+9R1TWfH5m/niWyYzrrQfB+pP8R9Pv8K8+xbyd4+spXJXrQamRS5C3IqCmf3EzKrNbEPMvhIze9rMtoVfi8P9ZmbfMbMqM3vJzK6JVy5JPYX52fzNtWN55t7refhDs3jD5KG0tDqPrd/PHT9czpu+s4RHVr1K4+nmqKOKJL14thQeBG7tsO+zwEJ3nwgsDLcBbgMmho+7gR/EMZekqIwM47qJg/nxB2aw+NM38rEbxjOoXw6bDzTwuUdfZva/LOSrCzax4/DxqKOKJK24FQV3XwzUdth9O/BQ+Pwh4G0x+3/mgRVAkZmVxSubpL4RxQV8+tbLWfa5m/jWu6dzzagijp1q5idLd3LTfzzP+x9YyZ83HqSlVV1LIrESPdA81N0PhM8PAkPD5+XAnpjX7Q33HUDkEuRmZfK2q8t529XlbNhXz8PLd/OH9ft4YVsNL2yrobwouC3pnTNHMqi/BqZFLJ6DcGY2Bnjc3aeE23XuXhRz/Ki7F5vZ48B97r4k3L8Q+Iy7V3byPe8m6GKirKysYsGCBT3K1tjYSEFBQY/e25uUI/E5jp9u5dldJ3mqqpGDJ1oAyMqAeSPyuG1CARNLsjl58mTa/D76Qgbl6N0cM2bMWOPuMzo7luiWwiEzK3P3A2H3UHW4fx8wMuZ1I8J9r+Hu9wP3A8yYMcMrKip6FGTNmjX09L29STmiyXH9XPhSq7N422EeXr6bZ7dWs/jVUyx+9RRTygdyY7nxd7dfHflifMnw3yUZMihH4nIk+v/4x4C7wud3AX+I2f+BcBbSHKA+pptJJC4yMowbJg3hgQ/OZPGnbuSj14+juCCbDfsa+O6qem74t+f46dKdmrUkaSWeU1IfAZYDk8xsr5l9CLgPeIOZbQNeH24DPAHsAKqAHwMfi1cukc6MLCngc7ddwfLP3czX75hK+YBM9tWd5CsLNjH/vmf51jOvcPTE6ahjisRd3LqP3P095zl0cyevdeCeeGUR6a687EzeNWMkYzlEbf4Ifvj8dta+Wse3ntnGj57fwZ2zRvLh68ZRXpQfdVSRuNAyFyKdyDDjjVcO45bJQ1m1s5YfPL+d57Ye5qdLd/Hw8t28ddpwPnr9eCYN0x3iJLWoKIhcgJkxe9wgZo8bxKb9Dfxo8XYef+kAj67dx6Nr93Hz5UP42xvGM2NMSdRRRXqF1j4S6abJwwfy7Tuv5rn/ewMfmDua3KwMFm6p5o4fLueOHyxj4eZDtOpiOOnjVBRELtLIkgK+evsUln72Jj5+0wQK87Op3H2UDz1Uya3fXsxv1+zlTEtr1DFFekRFQaSHSvvn8slbJrH0szfxj2++gmED83jl0HE++ev1ms4qfZaKgsgl6p+bxYevG8fiT9/I1++YyvjB/c6ZzvrNp1+hVtNZpY9QURDpJTlZGbxrxkie/j/X86P3V3D1qCKONp7h2wu3Mf++Z/nyYxvZe7Qx6pgiF6TZRyK9LCOj8+msDy7bxcMrdnO7prNKElNREImT7kxn/V83jGemprNKElH3kUgCnG8661+G01mf2aTprJIcVBREEuh801k//DNNZ5XkoKIgEoELTWe9/uuL+MkSTWeVaGhMQSRCbdNZPzB3DL9ft48fPb+d7YdP8NXHN/GdZ7cxZVAmtzXvZvbYQYwf3A8zizqypDgVBZEk0Dad9Y5rRvD05kPtq7MuaTzDkj0bgKB1MXtsCbPHlTB77CAmDulPRoaKhPQuFQWRJBI7nXVb9XF+9dxaDjT3Z+XOI9Qcb+KPLx/gjy8H958qLshm5piSYIbT2BKuKBtIpoqEXCIVBZEkZGZcNnQAt03oR0XFNbg72w+fYOXOI6zcUcvKnUc41NDEnzcd4s+bDgEwIC+LWWPOtiSuHD6QrIhvJyp9j4qCSB9gZkwY0p8JQ/rzV7NH4+7sPtLIqp21rAgLxb66kyzcUs3CLcGtz/vlZFIxpoTZY0uYM66Eq8qLyMlSkZALU1EQ6YPMjDGl/RhT2o93zRwJwN6jje2tiFU7a9l1pJHFrxxm8SuHAcjLzqBidDGzxwbdTdNGFpGXnRnljyFJSEVBJEWMKC5gREUB76wYAcDB+lNBd9POWlbuOML2wydYWnWEpVVHgGBwe/rIIuaMDcYlrhlVTH6OikS6U1EQSVHDCvO4fXo5t08vB+DwsSZW7axlVVgothw8Fm7XwrNVZGcaU0cUhTOcBlExupj+ufqISDf6Ly6SJgYPyOXNU8t489QyAI6eOM2qXbXtXU6bDjSwZvdR1uw+yvef205mhjFl+EDK886woqGK4oIciguyKSrIobhfNsUFORQVZJObpdZFKlFREElTxf1yeOOVw3jjlcMAqD95hspdteHgdS0b9tWzfm8964Enqrae9/vkZ2eeUyyKwuIRFI0civKzY/YHxwbmZesaiySloiAiABTmZ3PzFUO5+YqhABxvambN7qM8s3oTBSVDqDtxhqONp6lrDL4ebTxDXeNpTp5p4WR9C/vrT3X7XBkWnK+ttVEUfj2nNRLzvKggmzMtWjAwEVQURKRT/XOzuP6ywfQ/1p+Kiis6fY27c7ypmbrGMzHF4mzhiP1aFxaSo42nOXaqOXx+ptt5Mg0uW/4CU4YPZEp5IVPKC5lcNlCD471MRUFEeszMGJCXzYC8bEZexG0hmltaqTsZFIq6sDgExeNsC+Ro2DKpPxl8PdzQxOYDDWw+0MCv1+wFghbH+MH9uaq8kCvLC5kyfCBXlhdqgPwS6DcnIgmXlZlBaf9cSvvndvs9S1euJm/YeDbsa2DDvno27G9g26FjbKs+zrbq4zy6dl/7a8eV9msvEleVF3Ll8EIKC7Lj8aOkHBUFEekT8rIyqBhdQsXos02SU2da2HrwGBv21weFYl8DWw8eY0fNCXbUnGDB+v3trx1Zkt9eIKaEBWPQRRSldKGiICJ9Vl52JtNGFjFtZFH7vtPNrbxy6Bgb9wdFYsP+elM4N3EAABA7SURBVDbtb2BP7Un21J7kiZcPtr92eGFe2KIo5KoRA5kyvJAhA/Oi+FGShoqCiKSUnKyM9oHod88M9jW3tLL98Ak27Kvn5X31bNxfz8b9DeyvP8X++lM8HS4qCMH1HFfFjE9cVV5IWWFe2tzLQkVBRFJeVmYGk4YNYNKwAe3LgLS0OjtrToQtirOtisPHmnh2SzXPhgsLApT0y+HKcHyipaGR7b6H3KwMsjPbHkZOVgY54XZOeCwnM4PsLAu/nj2ezEucqyiISFrKzDi78mzbUiCtrc6eo41s2NfQ3qJ4eV89tSdO88K2Gl7YVhO8+cWXLvnc2ZlGdmZGJ8Ulk5zwWE7MsZy24hIWmMyTJ6iouNTfwmupKIiIhDIyjNGD+jF6UL/25UDcnf31p3h5b1AktuzaR2HxIE43t3KmJXg0tT/39v2nw2PBtnOmuZWmcLul1WlpdU6daeVYD7NeVhKf2VQqCiIiF2BmlBflU16Uz61ThrFmzXEqKqb1+Pu5BwWhrYCcWzzats8tLrEF6Eyz09TSSt3Bvb34U54VSVEws13AMaAFaHb3GWZWAvwPMAbYBbzL3Y9GkU9EJF7MjKxMIyuTS7oae82aml5MdVaUt2G60d2nu/uMcPuzwEJ3nwgsDLdFRCSBkunefLcDD4XPHwLeFmEWEZG0ZO6JX3nQzHYCRwEHfuTu95tZnbsXhccNONq23eG9dwN3A5SVlVUsWLCgRxkaGxspKCjo6Y/Qa5RDOZI9RzJkUI7ezTFjxow1Mb0053L3hD+A8vDrEGA98DqgrsNrjnb1fSoqKrynKisre/ze3qQc51KOcyVDjmTI4K4cHV1KDqDSz/O5Gkn3kbvvC79WA78DZgGHzKwMIPxaff7vICIi8ZDwomBm/cxsQNtz4BZgA/AYcFf4sruAPyQ6m4hIuotiSupQ4HfhOiJZwC/c/U9mthr4lZl9CNgNvCuCbCIiaS2SgebeYmaHCQpIT5QC8Znoe3GU41zKca5kyJEMGUA5OrqUHKPdfXBnB/p0UbgUZlbp5xt9Vw7lUI6kyqAcicuRTNcpiIhIxFQURESkXToXhfujDhBSjnMpx7mSIUcyZADl6CguOdJ2TEFERF4rnVsKIiLSgYqCiIi0U1EQEZF2KgoJZGYPh18/EXUWSV5mVmxms8zsdW2PqDNFwcxyu7MvQVnmd2dfKkirgWYzGwr8CzDc3W8zs8nAXHd/IEHn3wS8HngSuAGw2OPuXpuIHMkm/O8yM9xcFS6UGFWWeQR3/2tfAsbdf5bA838Y+AQwAlgHzAGWu/tNicoQ5pgPrHP3E2b2PuAa4Nvu3tMVBHqS4UV3v6arfemUxcwKgE8Co9z9I2Y2EZjk7o/31jnS7R7NDwI/Bf4h3H6F4BagCSkKwA8J7io3DlgTs98I7i0xLhEhzOxYeL5OufvAROQIs7wL+DfgOYLfw3fN7FPu/ptEZYjJ8jAwnuDDuCXc7UDCigJBQZgJrHD3G83scoI/ZBLtB8A0M5tG8CH0XwS/h+vjfWIzGwaUA/lmdjVn/3gaCCT0RgZmNheYBww2s3tjDg0Een4vzZ77KcFnx9xwex/wa0BFoYdK3f1XZvY5AHdvNrOWrt7UW9z9O8B3zOwHBAWirVtgsbuvT2COtlVq/x9wAHiY4B/eXwFlicoR+gdgZlvrwMwGA88ACS8KwAxgskfbfD7l7qfMDDPLdfctZjYpghzN7u5mdjvwPXd/IFysMhHeCHyQoLX0jZj9x4DPJyhDmxygP8Fn5YCY/Q3AHQnOAjDe3d9tZu8BcPfG8KZkvSbdisIJMxtE+Feymc0B6iPIsQX4OfAowYfxw2b2Y3f/boJzvNXdp8Vs/8DM1gNfTGCGjA7dRUeIbqxrAzCMoFBGZa+ZFQG/B542s6P0fNHHS3Es/OPpfcDrzCwDyE7Eid39IeAhM3unu/82Eee8QJbngefN7MFEdp1dwGkzy+fsZ9h4oKk3T5BuYwrXAN8FphB8AAwG7nD3lxKc4yWCsYwT4XY/gn7jqQnOsQz4T+CXBP+TvQe4x93nJTDD14FpwCPhrncDL7n7ZxKVISbLImA6sIqYf2ju/tZEZwnzXA8UAn9y99MJPvcw4L3Aand/wcxGATckcnwlzPFm4Eogr22fu381kRnCHJcB/5fXjjcleqznFoLW9WTgz8B84K/dfVGvnSOdigKAmWUBkwj+Qt/q7mciyPAyQZfJqXA7j+Af31UJzjEG+DbB/1gOLAX+3t13JTDD14CVwLXhrheAOREVhU77y8O/FiXBzOyHBGMINxKMadxBMBEhUd1YsVnWE3T5ruHseBPuvua8b4pflkEEExCMYOypV5fxTseiEOnskjDDvQR3l/tduOttwIPu/q1E5kgG55nV8VKiW00SMLMl7n5tJ5MRDPAET0J4yd2nxnztDzzp7tclKkNMljXuXpHo83aSY6G739zVvkuRVmMKSTK7BHf/hpk9x9m/jv/a3dcmMgO0D+p+hNcWyb9JwLn/FvgYMC7sTmszgKDFkjDJ9EEYNXe/Nvw6oKvXJsDJ8GujmQ0nGG9K9ESINgvM7GMEf8jFdi0mZBp52JtQAJSaWTHnzsgq79VzpVNLwcw2E/3skqQRjim8wGubxHEf3DOzQqAY+FfgszGHjqXr9RpyLjP7AsEY4M0EY18O/Je7fyGCLDs72e3unqhp5J8A/h4YTjANta0oNAA/dvfv9dq50unz0cx+Dfydu0c5uyRpmNk6d58edQ6RroRXMue5exSzBZOGmX083rMU06IomNkCgr8yBpBEs0uiZmb/BCxz9yeiziLSmWQYAwxzFAD3ElxJfHc8riS+iCxTCGYfxc7I6rXfSboUhesJmltfAz4dewj4mrvPjiRYxMI+9H4EBfIMadiHLsnrfGOA7v53EWT5H4Ju1g+4+5SwSCxLdEvbzL5EsETOZOAJ4DZgibv32oV0aTHQ3Dal0MyyO04vDC8ESUvuPsDMSoCJxPzVIZIkkuEK8zZxv5K4m+4guK5nrbv/dbhu2M978wRpURSSaaZLMjnP4mvLCAb2RKKWDFeYt4n7lcTddMrdW82s2cwGAtXAyN48QVoUBeAXBCuTaqbLuZJl8TWRdh3GADeZWTKMAX4J+BMw0sz+m+CCzw8mMkDYMnkpXAblxwTdWceB5b16nuRomUkUzGy1u880s3XAbHdvMrON7n5l1NkkfSXrGGC8ryTuZoaX21Y+CFckGNjby/SkS0tBOpcsi6+JtEviMcByguWyswgWCcTdH01whhfNbKa7r47XcjRqKQgQ7eJrIrFixwCB7TGHBgBL3f19EWT6CTAV2Ai0hrs9EVf/d8ixBZhA8MfbCc7OGOy1ZWFUFEQkqSTj1e5mtsndJ0dx7g45Rne2vzeX9VZREBHpgpk9APyHu2+KOku8qSiIiHQh7F59DDhIMBOq17ttkoWKgohIF8ysimCZi5c5O6bQq902yUKzj0REunbY3R+LOkQiqKUgItIFM/s+UAQs4NwL6RI9JTXu1FIQEelaPkExuCVmnwMpVxTUUhAR6YKZDXL3I1HnSISMqAOIiPQBK8zs12b2pohWR00YFQURka5dBtwPvB/YZmb/YmaXRZwpLtR9JCJyEczsRoJ7GPQD1gOfdfdeXak0SioKIiJdCFdIfR9BS+EQ8ADBxWzTgV+7+9gI4/UqzT4SEenacuBh4G3uvjdmf6WZ/TCiTHGhloKISBfMzNzdzaw/gLsfjzpTvGigWUSka1ea2VqCpbM3mdkaM5sSdah4UFEQEena/cC97j7a3UcBnwz3pRwVBRGRrvVz90VtG+7+HMHso5SjgWYRka7tMLMvEAw2QzATaUeEeeJGLQURka79DTCYYK2jR8PnCb0VZ6Jo9pGIiLRT95GIyHmY2QKC1VA75e5vTWCchFBREBE5v3+POkCiqftIRKQbzCwHuJyg5bDV3U9HHCkuVBRERLpgZm8GfghsBwwYC3zU3Z+MNFgcqCiIiHTBzLYAb3H3qnB7PPBHd7882mS9T1NSRUS6dqytIIR2AMeiChNPaimIiHTBzH4AjAZ+RTCm8JfAq8AzAO6eMvdqVlEQEemCmf30Aofd3VPmQjYVBRERaafrFEREumBmY4GPA2OI+dzUxWsiIunp9wS34FwAtEacJa7UfSQi0gUzW+nus6POkQgqCiIiXTCz9wITgT8DTW373f3FyELFibqPRES6dhXwfuAmznYfebidUtRSEBHpgplVAZNTdb2jWLqiWUSkaxuAoqhDJIK6j0REulYEbDGz1Zw7pqApqSIiaehLUQdIFI0piIh0g5mNBia6+zNmVgBkunvKLYqnMQURkS6Y2UeA3wA/CneVE1zQlnJUFEREunYPMB9oAHD3bcCQSBPFiYqCiEjXmmKno5pZFsF1CilHRUFEpGvPm9nngXwzewPwa4J1kFKOBppFRLpgZhnAh4BbCO7R/BTwX56CH6AqCiIi0k7XKYiIdMHM5gNfJrglZxZBa8HdfVyUueJBLQURkS6Y2Rbg/wBrgJa2/e5+JLJQcaKWgohI1+rd/cmoQySCWgoiIl0ws/uATOBRUvx+CioKIiJdMLNF4dO2D8y2MYWUu5+Cuo9ERLr2XCf7UvIvahUFEZGuHY95nge8BdgcUZa4UveRiMhFMrNc4Cl3vyHqLL1Ny1yIiFy8AmBE1CHiQd1HIiJdMLOXOTuGkAkMBr4aXaL4UfeRiEgXwhvstGkGDrl7c1R54klFQURE2mlMQURE2qkoiIhIOxUFkZCZ/YOZbTSzl8xsnZnNjuO5njOzGfH6/iI9pdlHIoCZzSW4IOkad28ys1IgJ+JYIgmnloJIoAyocfcmAHevcff9ZvZFM1ttZhvM7H4zM2j/S/+bZlZpZpvNbKaZPWpm28zsn8LXjDGzLWb23+FrfmNmBR1PbGa3mNlyM3vRzH5tZv3D/feZ2aaw5fLvCfxdSBpTURAJ/BkYaWavmNn3zez6cP/33H2mu08B8glaE21Ou/sM4IfAH4B7gCnAB81sUPiaScD33f0KoAH4WOxJwxbJPwKvd/drgErg3vD9bweudPepwD/F4WcWeQ0VBRHA3Y8DFcDdwGHgf8zsg8CNZrYyvHjpJuDKmLc9Fn59Gdjo7gfClsYOYGR4bI+7Lw2f/xy4tsOp5wCTgaVmtg64i+DuXvXAKeABM3sH0NhrP6zIBWhMQSTk7i0Eq2E+FxaBjwJTgRnuvsfMvkywGFqbtnX1W2Oet223/dvqeCFQx20Dnnb393TMY2azgJuBO4D/TVCUROJKLQURwMwmmdnEmF3Tga3h85qwn/+OHnzrUeEgNsB7gSUdjq8A5pvZhDBHPzO7LDxfobs/QXAbyGk9OLfIRVNLQSTQH/iumRURLGNQRdCVVAdsAA4Cq3vwfbcC95jZT4BNwA9iD7r74bCb6pFw5U0IxhiOAX8wszyC1sS9PTi3yEXTMhcicWJmY4DHw0FqkT5B3UciItJOLQUREWmnloKIiLRTURARkXYqCiIi0k5FQURE2qkoiIhIOxUFERFp9/8B6wCcZ0v9900AAAAASUVORK5CYII=\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "443sa0zKdzpd", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "df1f5287-2e36-4f58-9fe5-e103691aff37" }, "source": [ "from nltk.corpus import stopwords\n", "\n", "#List of stopwords\n", "stopwords = stopwords.words(\"english\")\n", "print(stopwords)" ], "execution_count": 78, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "['i', 'me', 'my', 'myself', 'we', 'our', 'ours', 'ourselves', 'you', \"you're\", \"you've\", \"you'll\", \"you'd\", 'your', 'yours', 'yourself', 'yourselves', 'he', 'him', 'his', 'himself', 'she', \"she's\", 'her', 'hers', 'herself', 'it', \"it's\", 'its', 'itself', 'they', 'them', 'their', 'theirs', 'themselves', 'what', 'which', 'who', 'whom', 'this', 'that', \"that'll\", 'these', 'those', 'am', 'is', 'are', 'was', 'were', 'be', 'been', 'being', 'have', 'has', 'had', 'having', 'do', 'does', 'did', 'doing', 'a', 'an', 'the', 'and', 'but', 'if', 'or', 'because', 'as', 'until', 'while', 'of', 'at', 'by', 'for', 'with', 'about', 'against', 'between', 'into', 'through', 'during', 'before', 'after', 'above', 'below', 'to', 'from', 'up', 'down', 'in', 'out', 'on', 'off', 'over', 'under', 'again', 'further', 'then', 'once', 'here', 'there', 'when', 'where', 'why', 'how', 'all', 'any', 'both', 'each', 'few', 'more', 'most', 'other', 'some', 'such', 'no', 'nor', 'not', 'only', 'own', 'same', 'so', 'than', 'too', 'very', 's', 't', 'can', 'will', 'just', 'don', \"don't\", 'should', \"should've\", 'now', 'd', 'll', 'm', 'o', 're', 've', 'y', 'ain', 'aren', \"aren't\", 'couldn', \"couldn't\", 'didn', \"didn't\", 'doesn', \"doesn't\", 'hadn', \"hadn't\", 'hasn', \"hasn't\", 'haven', \"haven't\", 'isn', \"isn't\", 'ma', 'mightn', \"mightn't\", 'mustn', \"mustn't\", 'needn', \"needn't\", 'shan', \"shan't\", 'shouldn', \"shouldn't\", 'wasn', \"wasn't\", 'weren', \"weren't\", 'won', \"won't\", 'wouldn', \"wouldn't\"]\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "JaRf2eeYd1Zt", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "cc2a166e-3f8c-4f0a-d7a3-380e0760c83e" }, "source": [ "#Empty list to store clean words :\n", "clean_words = []\n", "\n", "for w in words_no_punc:\n", " if w not in stopwords:\n", " clean_words.append(w)\n", " \n", "print(clean_words)\n", "print(\"\\n\")\n", "print(len(clean_words))" ], "execution_count": 79, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "['thank', 'professor', 'wieland', 'introduction', 'thank', 'institute', 'monetary', 'financial', 'stability', 'opportunity', 'speak', 'come', 'moment', 'great', 'challenge', 'germany', 'europe', 'moment', 'never', 'evident', 'interests', 'europe', 'united', 'states', 'closely', 'aligned', 'america', 'stands', 'europe', 'defending', 'ukraine', 'understand', 'assault', 'democracy', 'europe', 'threat', 'democracy', 'everywhere', 'also', 'face', 'common', 'challenge', 'excessive', 'inflation', 'coincidence', 'since', 'germany', 'countries', 'dealing', 'many', 'forces', 'driving', 'inflation', 'united', 'states', 'fortunately', 'response', 'moment', 'common', 'challenges', 'interests', 'europe', 'united', 'states', 'strengthened', 'ties', 'believe', 'unified', 'today', 'decades', 'see', 'deepening', 'possible', 'broadening', 'security', 'commitments', 'also', 'see', 'strong', 'commitment', 'central', 'banks', 'europe', 'elsewhere', 'made', 'fight', 'inflation', 'today', 'distinguished', 'lecture', 'deal', 'two', 'distinct', 'topics', 'believe', 'interest', 'first', 'provide', 'outlook', 'economy', 'federal', 'reserve', 'plans', 'reduce', 'inflation', 'achieve', 'percent', 'target', 'pivot', 'academic', 'discussion', 'labor', 'market', 'possibility', 'soft', 'landing', 'taming', 'inflation', 'harm', 'employment', 'let', 'start', 'economic', 'outlook', 'united', 'states', 'despite', 'pause', 'early', 'year', 'growth', 'real', 'gross', 'domestic', 'product', 'gdp', 'economy', 'continues', 'power', 'along', 'healthy', 'pace', 'contraction', 'output', 'reported', 'first', 'quarter', 'due', 'swings', 'two', 'volatile', 'categories', 'inventories', 'net', 'exports', 'expect', 'repeated', 'consumer', 'spending', 'business', 'investment', 'bedrock', 'gdp', 'strong', 'recent', 'data', 'point', 'toward', 'solid', 'demand', 'continuing', 'momentum', 'economy', 'sustain', 'output', 'growth', 'months', 'ahead', 'another', 'sign', 'strength', 'labor', 'market', 'created', 'million', 'jobs', 'first', 'four', 'months', 'remarkably', 'steady', 'pace', 'slightly', 'month', 'last', 'year', 'unemployment', 'near', 'low', 'low', 'numbers', 'people', 'filing', 'unemployment', 'benefits', 'high', 'number', 'job', 'openings', 'indicate', 'slowdown', 'economy', 'fast', 'pace', 'last', 'year', 'yet', 'weighing', 'job', 'market', 'look', 'labor', 'force', 'participation', 'level', 'leaving', 'lot', 'room', 'improvement', 'however', 'underlying', 'factors', 'explain', 'participation', 'depressed', 'including', 'early', 'retirements', 'individual', 'choices', 'associated', 'covid', 'concerns', 'whatever', 'cause', 'low', 'participation', 'contributed', 'fact', 'two', 'job', 'vacancies', 'every', 'one', 'person', 'counted', 'looking', 'job', 'record', 'high', 'pandemic', 'labor', 'market', 'solid', 'shape', 'one', 'vacancy', 'every', 'two', 'unemployed', 'people', 'explain', 'tight', 'labor', 'market', 'implications', 'inflation', 'fed', 'plans', 'reducing', 'inflation', 'terms', 'need', 'recognize', 'robust', 'job', 'creation', 'underlying', 'strength', 'economy', 'expanding', 'productive', 'capacity', 'supporting', 'personal', 'income', 'ongoing', 'economic', 'growth', 'face', 'challenges', 'let', 'turn', 'outlook', 'fed', 'top', 'priority', 'inflation', 'said', 'december', 'inflation', 'alarmingly', 'high', 'remained', 'april', 'consumer', 'price', 'index', 'cpi', 'percent', 'year', 'year', 'headline', 'number', 'slight', 'decline', 'percent', 'march', 'primarily', 'due', 'drop', 'volatile', 'gasoline', 'prices', 'know', 'surged', 'month', 'core', 'inflation', 'strips', 'volatile', 'food', 'energy', 'prices', 'also', 'slightly', 'percent', 'april', 'percent', 'month', 'percent', 'monthly', 'increase', 'march', 'acceleration', 'february', 'march', 'rate', 'still', 'high', 'meanwhile', 'fed', 'preferred', 'measure', 'based', 'personal', 'consumption', 'expenditures', 'pce', 'recorded', 'headline', 'inflation', 'percent', 'core', 'percent', 'lower', 'readings', 'relative', 'cpi', 'reflect', 'differences', 'weights', 'various', 'categories', 'across', 'indexes', 'matter', 'measure', 'considered', 'however', 'headline', 'inflation', 'come', 'percent', 'year', 'core', 'inflation', 'coming', 'enough', 'meet', 'fed', 'target', 'anytime', 'soon', 'inflation', 'high', 'affects', 'everyone', 'especially', 'painful', 'households', 'spend', 'large', 'share', 'income', 'shelter', 'groceries', 'gasoline', 'necessities', 'fomc', 'job', 'meet', 'price', 'stability', 'mandate', 'get', 'inflation', 'determined', 'forces', 'driving', 'inflation', 'today', 'ones', 'emerged', 'year', 'ago', 'combination', 'strong', 'consumer', 'demand', 'supply', 'bottlenecks', 'shortage', 'workers', 'relative', 'labor', 'generating', 'high', 'inflation', 'argue', 'whether', 'supply', 'demand', 'greater', 'factor', 'details', 'bearing', 'fact', 'meeting', 'fomc', 'price', 'stability', 'mandate', 'care', 'getting', 'inflation', 'avoid', 'lasting', 'escalation', 'public', 'expectations', 'future', 'inflation', 'inflation', 'expectations', 'become', 'unanchored', 'way', 'difficult', 'economically', 'painful', 'lower', 'surprising', 'inflation', 'expectations', 'next', 'year', 'since', 'current', 'inflation', 'high', 'focus', 'inflation', 'expectations', 'recent', 'data', 'try', 'measure', 'expectations', 'mixed', 'overall', 'assessment', 'inflation', 'expectations', 'moved', 'level', 'consistent', 'trend', 'inflation', 'percent', 'level', 'consistent', 'underlying', 'inflation', 'little', 'percent', 'watching', 'expectations', 'continue', 'rise', 'inflation', 'expectations', 'influence', 'near', 'term', 'inflation', 'well', 'ability', 'achieve', 'percent', 'target', 'anchored', 'influence', 'spending', 'decisions', 'today', 'way', 'helps', 'inflation', 'move', 'toward', 'target', 'ensure', 'expectations', 'move', 'broadly', 'federal', 'reserve', 'tools', 'reduce', 'demand', 'ease', 'inflation', 'pressures', 'time', 'supply', 'constraints', 'resolve', 'help', 'rein', 'price', 'increases', 'well', 'although', 'know', 'soon', 'emphasize', 'enough', 'fomc', 'colleagues', 'united', 'commitment', 'takes', 'bring', 'inflation', 'achieve', 'fed', 'percent', 'target', 'since', 'start', 'year', 'fomc', 'raised', 'target', 'range', 'federal', 'funds', 'rate', 'basis', 'points', 'basis', 'points', 'increase', 'coming', 'meeting', 'earlier', 'month', 'also', 'issued', 'forward', 'guidance', 'likely', 'path', 'policy', 'may', 'fomc', 'statement', 'said', 'committee', 'anticipates', 'ongoing', 'increases', 'target', 'range', 'appropriate', 'support', 'tightening', 'policy', 'another', 'basis', 'points', 'several', 'meetings', 'particular', 'taking', 'hikes', 'table', 'see', 'inflation', 'coming', 'closer', 'percent', 'target', 'end', 'year', 'support', 'policy', 'rate', 'level', 'neutral', 'reducing', 'demand', 'products', 'labor', 'bringing', 'line', 'supply', 'thus', 'helping', 'rein', 'inflation', 'projection', 'today', 'given', 'stand', 'expect', 'economy', 'evolve', 'course', 'future', 'decisions', 'depend', 'incoming', 'data', 'next', 'couple', 'weeks', 'example', 'may', 'employment', 'cpi', 'reports', 'released', 'two', 'key', 'pieces', 'data', 'watching', 'get', 'information', 'continuing', 'strength', 'labor', 'market', 'momentum', 'price', 'increases', 'longer', 'period', 'learn', 'monetary', 'policy', 'affecting', 'demand', 'supply', 'constraints', 'evolving', 'data', 'suggest', 'inflation', 'stubbornly', 'high', 'prepared', 'plan', 'rate', 'hikes', 'roughly', 'line', 'expectations', 'financial', 'markets', 'seen', 'slide', 'federal', 'funds', 'futures', 'pricing', 'roughly', 'basis', 'point', 'hikes', 'fomc', 'next', 'two', 'meetings', 'expecting', 'policy', 'rate', 'around', 'percent', 'total', 'markets', 'expect', 'percentage', 'points', 'tightening', 'year', 'expectation', 'represents', 'significant', 'degree', 'policy', 'tightening', 'consistent', 'fomc', 'commitment', 'get', 'inflation', 'back', 'control', 'need', 'current', 'anticipated', 'policy', 'actions', 'already', 'resulted', 'significant', 'tightening', 'financial', 'conditions', 'benchmark', 'treasury', 'security', 'began', 'year', 'yield', 'around', 'percent', 'risen', 'around', 'percent', 'rates', 'home', 'mortgages', 'basis', 'points', 'credit', 'financing', 'costs', 'followed', 'suit', 'higher', 'rates', 'make', 'expensive', 'finance', 'spending', 'investment', 'help', 'reduce', 'demand', 'contribute', 'lower', 'inflation', 'addition', 'raising', 'rates', 'fomc', 'tightened', 'monetary', 'policy', 'ending', 'asset', 'purchases', 'march', 'agreeing', 'start', 'reducing', 'holdings', 'securities', 'process', 'begins', 'june', 'allowing', 'securities', 'mature', 'without', 'reinvesting', 'fed', 'balance', 'sheet', 'shrink', 'phase', 'amount', 'redemptions', 'three', 'months', 'september', 'anticipate', 'billion', 'securities', 'rolling', 'fed', 'portfolio', 'month', 'pace', 'reduce', 'fed', 'securities', 'holdings', 'trillion', 'next', 'year', 'reductions', 'continue', 'securities', 'holdings', 'deemed', 'close', 'ample', 'levels', 'needed', 'implement', 'policy', 'efficiently', 'effectively', 'although', 'estimates', 'highly', 'uncertain', 'using', 'variety', 'models', 'assumptions', 'overall', 'reduction', 'balance', 'sheet', 'estimated', 'equivalent', 'couple', 'rate', 'hikes', 'actions', 'goal', 'bringing', 'inflation', 'toward', 'fomc', 'percent', 'target', 'increased', 'rates', 'smaller', 'balance', 'sheet', 'raise', 'cost', 'borrowing', 'thus', 'reduce', 'household', 'business', 'demand', 'top', 'also', 'hope', 'time', 'supply', 'problems', 'resolve', 'help', 'lower', 'inflation', 'fed', 'waiting', 'supply', 'constraints', 'resolve', 'tools', 'make', 'substantial', 'progress', 'toward', 'target', 'united', 'states', 'alone', 'facing', 'excessive', 'inflation', 'central', 'banks', 'also', 'responding', 'global', 'shift', 'toward', 'monetary', 'tightening', 'euro', 'area', 'headline', 'inflation', 'continued', 'edge', 'april', 'percent', 'version', 'core', 'inflation', 'increased', 'percent', 'percent', 'based', 'broadening', 'price', 'pressures', 'communication', 'european', 'central', 'bank', 'ecb', 'widely', 'interpreted', 'signaling', 'likely', 'start', 'raising', 'policy', 'rate', 'summer', 'could', 'raise', 'rates', 'times', 'policy', 'tightening', 'started', 'last', 'year', 'emerging', 'markets', 'including', 'mexico', 'brazil', 'increased', 'rates', 'substantially', 'amid', 'expectations', 'accelerating', 'inflation', 'several', 'central', 'banks', 'including', 'bank', 'england', 'began', 'raising', 'interest', 'rates', 'second', 'half', 'last', 'year', 'like', 'fed', 'bank', 'canada', 'lifted', 'march', 'also', 'like', 'fed', 'picked', 'pace', 'tightening', 'rate', 'hike', 'basis', 'points', 'recent', 'meeting', 'central', 'banks', 'australia', 'sweden', 'pivoted', 'sharply', 'hike', 'rates', 'recent', 'meetings', 'previously', 'saying', 'moves', 'likely', 'anytime', 'soon', 'slide', 'shows', 'similarly', 'timed', 'policy', 'responses', 'across', 'advanced', 'emerging', 'economy', 'central', 'banks', 'terms', 'actual', 'anticipated', 'increases', 'policy', 'rates', 'emerging', 'market', 'economies', 'started', 'year', 'policy', 'rate', 'averaged', 'around', 'percent', 'expected', 'end', 'year', 'averaging', 'bit', 'percent', 'advanced', 'foreign', 'economies', 'started', 'bit', 'zero', 'point', 'expected', 'move', 'average', 'around', 'percentage', 'point', 'worldwide', 'increase', 'policy', 'rates', 'unfortunately', 'reflects', 'fact', 'inflation', 'global', 'problem', 'central', 'banks', 'around', 'world', 'recognize', 'must', 'addressed', 'finally', 'like', 'fed', 'many', 'central', 'banks', 'expanded', 'balance', 'sheets', 'past', 'two', 'years', 'reversing', 'course', 'recent', 'months', 'shown', 'slide', 'bank', 'canada', 'bank', 'england', 'begun', 'shrink', 'balance', 'sheets', 'stopping', 'full', 'reinvestment', 'maturing', 'assets', 'similar', 'fed', 'commence', 'june', 'although', 'ecb', 'committed', 'reinvesting', 'maturing', 'assets', 'quite', 'time', 'tapered', 'net', 'purchases', 'substantially', 'since', 'last', 'year', 'indicated', 'likely', 'end', 'purchases', 'early', 'third', 'quarter', 'expressed', 'concern', 'fed', 'raise', 'interest', 'rates', 'arrest', 'inflation', 'also', 'avoiding', 'sharp', 'slowdown', 'economic', 'growth', 'significant', 'damage', 'labor', 'market', 'one', 'argument', 'regard', 'warns', 'policy', 'tightening', 'reduce', 'current', 'high', 'level', 'job', 'vacancies', 'push', 'unemployment', 'substantially', 'based', 'historical', 'relationship', 'two', 'pieces', 'data', 'depicted', 'something', 'called', 'beveridge', 'curve', 'among', 'fellow', 'students', 'economics', 'wanted', 'take', 'moment', 'show', 'statement', 'may', 'correct', 'current', 'circumstances', 'first', 'little', 'background', 'relationship', 'vacancies', 'unemployment', 'rate', 'shown', 'slide', 'blue', 'dots', 'figure', 'show', 'observations', 'vacancy', 'rate', 'unemployment', 'rate', 'black', 'curve', 'fitted', 'relationship', 'log', 'vacancies', 'log', 'unemployment', 'period', 'somewhat', 'flat', 'downward', 'slope', 'argument', 'goes', 'policy', 'slow', 'demand', 'push', 'vacancies', 'requires', 'moving', 'along', 'curve', 'increasing', 'unemployment', 'rate', 'substantially', 'another', 'perspective', 'reduction', 'vacancies', 'implies', 'unemployment', 'plausible', 'slide', 'shows', 'observations', 'slide', 'also', 'adds', 'observations', 'pandemic', 'two', 'larger', 'red', 'dots', 'show', 'recent', 'observation', 'march', 'january', 'vacancy', 'rate', 'achieved', 'highest', 'rate', 'pandemic', 'two', 'dots', 'suggest', 'vacancy', 'rate', 'reduced', 'substantially', 'current', 'level', 'january', 'level', 'still', 'leaving', 'level', 'vacancies', 'consistent', 'strong', 'labor', 'market', 'low', 'level', 'unemployment', 'see', 'plausible', 'outcome', 'first', 'need', 'digress', 'bit', 'discuss', 'important', 'determinants', 'unemployment', 'many', 'factors', 'influence', 'unemployment', 'rate', 'vacancies', 'one', 'thus', 'understand', 'lower', 'vacancy', 'rate', 'would', 'influence', 'unemployment', 'going', 'forward', 'need', 'separate', 'direct', 'effect', 'vacancies', 'unemployment', 'rate', 'factors', 'first', 'need', 'review', 'factors', 'account', 'unemployment', 'movements', 'two', 'broad', 'determinants', 'unemployment', 'separations', 'employment', 'including', 'layoffs', 'quits', 'raise', 'unemployment', 'job', 'finding', 'unemployed', 'lowers', 'separations', 'consist', 'largely', 'layoffs', 'typically', 'cyclical', 'surging', 'recessions', 'falling', 'booms', 'job', 'finding', 'also', 'highly', 'cyclical', 'rising', 'labor', 'market', 'tightens', 'falling', 'recessions', 'see', 'separations', 'job', 'finding', 'affect', 'unemployment', 'rate', 'helpful', 'start', 'equation', 'slide', 'states', 'steady', 'state', 'unemployment', 'rate', 'constant', 'flows', 'unemployment', 'left', 'side', 'equation', 'must', 'equal', 'flows', 'unemployment', 'right', 'side', 'flows', 'unemployment', 'equal', 'separations', 'rate', 'times', 'level', 'employment', 'simplicity', 'normalized', 'labor', 'force', 'employment', 'equals', 'minus', 'unemployment', 'u', 'flows', 'unemployment', 'right', 'side', 'equation', 'equal', 'rate', 'job', 'finding', 'f', 'times', 'number', 'unemployed', 'rearranging', 'equation', 'yields', 'expression', 'unemployment', 'rate', 'equation', 'flows', 'unemployment', 'quite', 'high', 'actual', 'unemployment', 'rate', 'converges', 'unemployment', 'rate', 'quickly', 'unemployment', 'rate', 'typically', 'tracks', 'actual', 'rate', 'going', 'forward', 'going', 'think', 'unemployment', 'rate', 'good', 'approximation', 'actual', 'unemployment', 'rate', 'let', 'focus', 'job', 'finding', 'often', 'thought', 'depend', 'number', 'job', 'vacancies', 'relative', 'number', 'unemployed', 'workers', 'see', 'start', 'equation', 'slide', 'states', 'number', 'hires', 'increasing', 'function', 'number', 'job', 'vacancies', 'number', 'unemployed', 'individuals', 'searching', 'jobs', 'firms', 'looking', 'workers', 'workers', 'looking', 'jobs', 'matches', 'hires', 'convenience', 'assuming', 'mathematical', 'representation', 'matching', 'function', 'takes', 'form', 'divide', 'sides', 'equation', 'unemployment', 'get', 'equation', 'expresses', 'rate', 'function', 'ratio', 'vacancies', 'unemployment', 'labor', 'market', 'tightness', 'data', 'left', 'right', 'sides', 'equation', 'estimate', 'obtain', 'parameter', 'values', 'elasticity', 'job', 'finding', 'respect', 'labor', 'market', 'tightness', 'sigma', 'matching', 'efficiency', 'matching', 'efficiency', 'represents', 'factors', 'increase', 'decrease', 'job', 'findings', 'without', 'changes', 'labor', 'market', 'tightness', 'one', 'hand', 'workers', 'searching', 'jobs', 'well', 'suited', 'jobs', 'available', 'matching', 'efficiency', 'high', 'hand', 'many', 'searching', 'workers', 'well', 'suited', 'available', 'jobs', 'matching', 'efficiency', 'last', 'step', 'plug', 'expression', 'job', 'finding', 'equation', 'unemployment', 'rate', 'yielding', 'equation', 'equation', 'shows', 'vacancies', 'affect', 'unemployment', 'rate', 'illustrate', 'relationship', 'solve', 'equation', 'different', 'values', 'v', 'holding', 'matching', 'efficiency', 'parameters', 'constant', 'pick', 'separation', 'rate', 'level', 'trace', 'happens', 'unemployment', 'rate', 'vacancy', 'rate', 'changes', 'pick', 'different', 'separation', 'rate', 'trace', 'effect', 'vacancies', 'unemployment', 'result', 'shown', 'slide', 'plots', 'four', 'curves', 'showing', 'effect', 'vacancies', 'unemployment', 'four', 'different', 'separation', 'rates', 'curve', 'convex', 'number', 'vacancies', 'increases', 'relative', 'number', 'individuals', 'looking', 'work', 'becomes', 'harder', 'firms', 'fill', 'jobs', 'suitable', 'workers', 'jobs', 'remain', 'vacant', 'exactly', 'situation', 'many', 'employers', 'experiencing', 'vacancies', 'generate', 'fewer', 'fewer', 'hires', 'result', 'smaller', 'smaller', 'reductions', 'unemployment', 'large', 'numbers', 'vacancies', 'course', 'hallmark', 'tight', 'labor', 'markets', 'additional', 'vacancies', 'continue', 'strongly', 'boost', 'wage', 'growth', 'quits', 'curve', 'farthest', 'right', 'labeled', 'represents', 'situation', 'separations', 'rate', 'percent', 'historically', 'high', 'level', 'rate', 'approximately', 'level', 'seen', 'middle', 'onset', 'pandemic', 'see', 'separations', 'rate', 'high', 'unemployment', 'rate', 'also', 'going', 'high', 'matter', 'level', 'vacancies', 'let', 'think', 'happens', 'economy', 'recovers', 'past', 'two', 'years', 'expansion', 'layoffs', 'fall', 'pushing', 'separations', 'moving', 'curve', 'left', 'time', 'greater', 'labor', 'demand', 'increases', 'vacancies', 'causing', 'labor', 'market', 'move', 'steep', 'curves', 'combination', 'movements', 'shown', 'slide', 'black', 'fitted', 'curve', 'reproduced', 'slide', 'recall', 'black', 'curve', 'fits', 'actual', 'observations', 'unemployment', 'vacancies', 'saw', 'pandemic', 'see', 'observations', 'produced', 'combination', 'changes', 'vacancies', 'separations', 'well', 'influences', 'unemployment', 'decreases', 'separations', 'rate', 'reduce', 'unemployment', 'rate', 'without', 'changing', 'vacancies', 'imparting', 'flatness', 'fitted', 'curve', 'relative', 'steeper', 'curves', 'reflect', 'effect', 'vacancies', 'want', 'focus', 'effect', 'vacancies', 'looking', 'steep', 'curves', 'especially', 'labor', 'market', 'tight', 'suggest', 'happen', 'labor', 'market', 'expect', 'tightening', 'financial', 'conditions', 'fading', 'fiscal', 'stimulus', 'start', 'cool', 'labor', 'demand', 'slide', 'focuses', 'beveridge', 'curve', 'relationship', 'produced', 'direct', 'effect', 'changes', 'vacancies', 'unemployment', 'separations', 'rate', 'low', 'march', 'observation', 'lies', 'top', 'curve', 'labeled', 'point', 'cooling', 'aggregate', 'demand', 'spurred', 'monetary', 'policy', 'tightening', 'tempers', 'labor', 'demand', 'vacancies', 'fall', 'substantially', 'suppose', 'decrease', 'current', 'level', 'percent', 'percent', 'rate', 'prevailing', 'january', 'labor', 'market', 'still', 'quite', 'strong', 'travel', 'curve', 'point', 'point', 'unemployment', 'rate', 'increase', 'somewhat', 'labor', 'demand', 'still', 'labor', 'market', 'tight', 'vacancies', 'generate', 'relatively', 'hires', 'indeed', 'hires', 'per', 'vacancy', 'currently', 'historically', 'low', 'levels', 'thus', 'reducing', 'vacancies', 'extremely', 'high', 'level', 'lower', 'still', 'strong', 'level', 'relatively', 'limited', 'effect', 'hiring', 'unemployment', 'also', 'show', 'january', 'observation', 'vacancies', 'unemployment', 'recall', 'also', 'economy', 'year', 'prior', 'pandemic', 'see', 'moving', 'march', 'observation', 'january', 'observation', 'different', 'change', 'unemployment', 'rate', 'predicted', 'estimated', 'beveridge', 'curve', 'suggests', 'predicted', 'small', 'increase', 'unemployment', 'plausible', 'outcome', 'policy', 'tightening', 'labor', 'demand', 'cools', 'separations', 'increase', 'shift', 'curve', 'outward', 'increasing', 'unemployment', 'think', 'shown', 'slide', 'outside', 'recessions', 'layoffs', 'change', 'much', 'instead', 'changes', 'labor', 'demand', 'appear', 'reflected', 'primarily', 'changes', 'vacancies', 'certainly', 'possible', 'even', 'probable', 'influences', 'unemployment', 'rate', 'vacancies', 'change', 'going', 'forward', 'terms', 'equations', 'discussing', 'layoffs', 'could', 'increase', 'somewhat', 'instead', 'staying', 'constant', 'matching', 'efficiency', 'could', 'also', 'improve', 'deteriorate', 'vacancy', 'rate', 'could', 'also', 'change', 'less', 'assumed', 'thus', 'arguing', 'unemployment', 'rate', 'end', 'exactly', 'beveridge', 'curve', 'drawn', 'suggests', 'think', 'quite', 'plausible', 'unemployment', 'rate', 'end', 'vicinity', 'beveridge', 'curve', 'currently', 'predicts', 'another', 'consideration', 'dynamics', 'could', 'take', 'hold', 'unemployment', 'rate', 'increases', 'certain', 'amount', 'suggested', 'sahm', 'rule', 'holds', 'recessions', 'past', 'occurred', 'whenever', 'moving', 'average', 'unemployment', 'rate', 'rises', 'percentage', 'point', 'minimum', 'rate', 'previous', 'certainly', 'need', 'alert', 'possibility', 'past', 'always', 'prescriptive', 'future', 'current', 'situation', 'unique', 'never', 'seen', 'vacancy', 'rate', 'percent', 'reducing', 'vacancy', 'rate', 'percentage', 'points', 'would', 'still', 'leave', 'level', 'seen', 'end', 'last', 'expansion', 'whereas', 'previous', 'expansions', 'reduction', 'percent', 'would', 'left', 'vacancies', 'percent', 'level', 'seen', 'extremely', 'weak', 'labor', 'markets', 'sum', 'relationship', 'vacancies', 'unemployment', 'gives', 'reason', 'hope', 'policy', 'tightening', 'current', 'circumstances', 'tame', 'inflation', 'without', 'causing', 'sharp', 'increase', 'unemployment', 'course', 'path', 'economy', 'depends', 'many', 'factors', 'including', 'ukraine', 'war', 'evolve', 'discussion', 'left', 'optimistic', 'strong', 'labor', 'market', 'handle', 'higher', 'rates', 'without', 'significant', 'increase', 'unemployment', 'closing', 'want', 'thank', 'institute', 'invitation', 'address', 'today', 'time', 'considerable', 'challenge', 'germany', 'united', 'states', 'first', 'time', 'faced', 'moments', 'together', 'south', 'frankfurt', 'airport', 'surprising', 'couple', 'antique', 'military', 'cargo', 'planes', 'parked', 'side', 'autobahn', 'built', 'douglas', 'aircraft', 'nearly', 'years', 'ago', 'stand', 'today', 'monuments', 'one', 'greatest', 'achievements', 'cooperation', 'people', 'europe', 'united', 'states', 'months', 'two', 'planes', 'many', 'others', 'took', 'landed', 'perpetual', 'motion', 'delivering', 'million', 'tons', 'food', 'fuel', 'essentials', 'people', 'berlin', 'surrounded', 'besieged', 'soviet', 'forces', 'commitment', 'ultimate', 'triumph', 'improbable', 'airlift', 'many', 'ways', 'beginning', 'alliance', 'included', 'ongoing', 'economic', 'cooperation', 'strengthened', 'democracies', 'spirit', 'certain', 'overcome', 'economic', 'challenges', 'lie', 'ahead']\n", "\n", "\n", "2253\n" ] } ] }, { "cell_type": "code", "metadata": { "id": "GX7Z3fmEd2hF", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "920ac89c-fad0-40a0-dd32-9146f2bf24bf" }, "source": [ "#Frequency distribution :\n", "fdist = FreqDist(clean_words)\n", "\n", "fdist.most_common(10)\n" ], "execution_count": 80, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[('unemployment', 57),\n", " ('rate', 56),\n", " ('inflation', 45),\n", " ('vacancies', 35),\n", " ('percent', 29),\n", " ('labor', 29),\n", " ('policy', 20),\n", " ('market', 19),\n", " ('year', 19),\n", " ('level', 19)]" ] }, "metadata": {}, "execution_count": 80 } ] }, { "cell_type": "code", "metadata": { "id": "_9bes0f_d3dv", "colab": { "base_uri": "https://localhost:8080/", "height": 345 }, "outputId": "a4096e4f-3e78-4fa4-cf2e-a56e09f7aef2" }, "source": [ "#Plot the most common words on grpah:\n", "\n", "fdist.plot(10)" ], "execution_count": 81, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "WGptyQEDd44c", "colab": { "base_uri": "https://localhost:8080/", "height": 366 }, "outputId": "5ec134c1-1250-4287-9f79-1f44b89e9afa" }, "source": [ "#Library to form wordcloud :\n", "from wordcloud import WordCloud\n", "\n", "#Library to plot the wordcloud :\n", "import matplotlib.pyplot as plt\n", "\n", "#Generating the wordcloud :\n", "wordcloud = WordCloud().generate(text)\n", "\n", "#Plot the wordcloud :\n", "plt.figure(figsize = (12, 12)) \n", "plt.imshow(wordcloud) \n", "\n", "#To remove the axis value :\n", "plt.axis(\"off\") \n", "plt.show()" ], "execution_count": 82, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": { "needs_background": "light" } } ] } ] }