{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "jh1PV7QjUn-N" }, "source": [ "#
Team: MAPLE
\n", "##
Members: Andy Yang, Gauri Bhandarwar, Vy Nguyen, Weining Mai
" ] }, { "cell_type": "markdown", "metadata": { "id": "SapDnjODUzqM" }, "source": [ "# API Calls for Data Collection" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "kVZCvxdMUyP4", "outputId": "a8f0785e-626d-4dc4-f2dd-0cdf5cc3a91f" }, "outputs": [], "source": [ "import requests\n", "import pandas as pd\n", "r = requests.get('https://malegislature.gov/api/Documents', verify=False)\n", "\n", "# Lists all documents in the current Primary Court, pass BillNumber into function below to get more info\n", "# Able to get documents in previous Courts" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "def make_api_call(billnumber):\n", " r = requests.get(f'https://malegislature.gov/api/Documents/{billnumber}', verify=False)\n", " r = r.json()\n", " \n", " # fields to extract\n", " all_fields = [\"Title\", \"BillNumber\", \"DocketNumber\", \"GeneralCourtNumber\", \n", " \"PrimarySponsor\", \"Cosponsors\", \"JointSponsor\", \"BillHistory\", \n", " \"LegislationTypeName\", \"Pinslip\", \"DocumentText\", \"EmergencyPreamble\", \n", " \"RollCalls\", \"Attachments\", \"CommitteeRecommendations\", \"Amendments\"]\n", " \n", " fields = {}\n", " for field in all_fields:\n", " fields[field] = r.get(field, np.nan)\n", " \n", " return fields\n", "\n", "# Using apply with a lambda function to call make_api_call on each billNumber\n", "result_series = df['BillNumber'].apply(lambda x: make_api_call(x))\n", "new_df = pd.DataFrame(result_series.tolist())\n" ] }, { "cell_type": "markdown", "metadata": { "id": "VsQaF25MVLZJ" }, "source": [ "# Data Processing" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "id": "bcUFHIc_Un-P", "outputId": "abd2a01b-23b2-4603-b81d-1b5f3554ccb2" }, "outputs": [ { "data": { "text/html": [ "
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TitleBillNumberDocketNumberGeneralCourtNumberPrimarySponsorCosponsorsJointSponsorBillHistoryLegislationTypeNamePinslipDocumentTextEmergencyPreambleRollCallsAttachmentsCommitteeRecommendationsAmendments
0An Act making appropriations for the Fiscal Ye...H1HD1193.0{'Id': 'GOV7', 'Name': 'Maura T. Healey', 'Typ...[]NaNhttp://malegislature.gov/api/GeneralCourts/193...BillNaNNaNNaN[][][][]
1An Act relative to the recovery of overearningsH10HD10193.0{'Id': None, 'Name': 'Public Employee Retireme...[]NaNhttp://malegislature.gov/api/GeneralCourts/193...BillSo much of the recommendations of the Public E...\\tParagraph (c) of Section 91 of chapter 32 of...NaN[][][][]
2An Act relative to buffer zones on land under ...H100HD992193.0{'Id': 'PAS1', 'Name': 'Paul A. Schmid, III', ...[{'Id': 'PAS1', 'Name': 'Paul A. Schmid, III',...NaNhttp://malegislature.gov/api/GeneralCourts/193...BillBy Representative Schmid of Westport, a petiti...\\tSECTION 1. Chapter 20 Section 23 of the Gene...NaN[][][][]
3An Act providing living organ donor protectionsH1000HD941193.0{'Id': 'WJD1', 'Name': 'William J. Driscoll, J...[{'Id': 'WJD1', 'Name': 'William J. Driscoll, ...NaNhttp://malegislature.gov/api/GeneralCourts/193...BillBy Representative Driscoll of Milton, a petiti...\\tSECTION 1. Chapter 26 of the General Laws is...NaN[][][][]
4An Act relative to step therapy and in vitro f...H1001HD952193.0{'Id': 'WJD1', 'Name': 'William J. Driscoll, J...[{'Id': 'WJD1', 'Name': 'William J. Driscoll, ...NaNhttp://malegislature.gov/api/GeneralCourts/193...BillBy Representative Driscoll of Milton, a petiti...\\tSECTION 1. Chapter 32A of the General Laws i...NaN[][][][]
\n", "
" ], "text/plain": [ " Title BillNumber DocketNumber \n", "0 An Act making appropriations for the Fiscal Ye... H1 HD1 \\\n", "1 An Act relative to the recovery of overearnings H10 HD10 \n", "2 An Act relative to buffer zones on land under ... H100 HD992 \n", "3 An Act providing living organ donor protections H1000 HD941 \n", "4 An Act relative to step therapy and in vitro f... H1001 HD952 \n", "\n", " GeneralCourtNumber PrimarySponsor \n", "0 193.0 {'Id': 'GOV7', 'Name': 'Maura T. Healey', 'Typ... \\\n", "1 193.0 {'Id': None, 'Name': 'Public Employee Retireme... \n", "2 193.0 {'Id': 'PAS1', 'Name': 'Paul A. Schmid, III', ... \n", "3 193.0 {'Id': 'WJD1', 'Name': 'William J. Driscoll, J... \n", "4 193.0 {'Id': 'WJD1', 'Name': 'William J. Driscoll, J... \n", "\n", " Cosponsors JointSponsor \n", "0 [] NaN \\\n", "1 [] NaN \n", "2 [{'Id': 'PAS1', 'Name': 'Paul A. Schmid, III',... NaN \n", "3 [{'Id': 'WJD1', 'Name': 'William J. Driscoll, ... NaN \n", "4 [{'Id': 'WJD1', 'Name': 'William J. Driscoll, ... NaN \n", "\n", " BillHistory LegislationTypeName \n", "0 http://malegislature.gov/api/GeneralCourts/193... Bill \\\n", "1 http://malegislature.gov/api/GeneralCourts/193... Bill \n", "2 http://malegislature.gov/api/GeneralCourts/193... Bill \n", "3 http://malegislature.gov/api/GeneralCourts/193... Bill \n", "4 http://malegislature.gov/api/GeneralCourts/193... Bill \n", "\n", " Pinslip \n", "0 NaN \\\n", "1 So much of the recommendations of the Public E... \n", "2 By Representative Schmid of Westport, a petiti... \n", "3 By Representative Driscoll of Milton, a petiti... \n", "4 By Representative Driscoll of Milton, a petiti... \n", "\n", " DocumentText EmergencyPreamble \n", "0 NaN NaN \\\n", "1 \\tParagraph (c) of Section 91 of chapter 32 of... NaN \n", "2 \\tSECTION 1. Chapter 20 Section 23 of the Gene... NaN \n", "3 \\tSECTION 1. Chapter 26 of the General Laws is... NaN \n", "4 \\tSECTION 1. Chapter 32A of the General Laws i... NaN \n", "\n", " RollCalls Attachments CommitteeRecommendations Amendments \n", "0 [] [] [] [] \n", "1 [] [] [] [] \n", "2 [] [] [] [] \n", "3 [] [] [] [] \n", "4 [] [] [] [] " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Read data\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "df = pd.read_csv('all_bills.csv')\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "id": "J0Jo_2s6Un-Q", "outputId": "51f5cb4e-7ebf-41a7-ff76-d98d25695d63" }, "outputs": [ { "data": { "text/plain": [ "(6596, 16)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "markdown", "metadata": { "id": "i11D7wsFUn-Q" }, "source": [ "# Get word counts" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "kU_eGZN7Un-Q" }, "outputs": [], "source": [ "def count_words(text):\n", " if pd.notna(text):\n", " words = text.split() # split by spaces\n", " return len(words)\n", " else:\n", " return 0\n", "\n", "df['NumWords'] = df['DocumentText'].apply(count_words)" ] }, { "cell_type": "markdown", "metadata": { "id": "VYl8PXPmUn-Q" }, "source": [ "# Summary Statistics" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "id": "q1RR-9XwUn-R", "outputId": "c50f783a-d966-40a3-cd9e-eb47377e502c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The shortest bill contains 9 words\n", "The longest bill contains 33945 words\n" ] } ], "source": [ "min = df[df['NumWords'] != 0]['NumWords'].min()\n", "max = df['NumWords'].max()\n", "\n", "print(f\"The shortest bill contains {min} words\")\n", "print(f\"The longest bill contains {max} words\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "id": "i1trSTrRUn-R", "outputId": "5cac5cdb-b026-484e-fdb0-384f6a98a00c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The mean number of words in these bills is: 761.0172832019406\n", "The median number of words in these bills is: 287.0\n", "The standard deviation of the number of words in these bills is: 1675.354538243834\n" ] } ], "source": [ "mean = df['NumWords'].mean()\n", "median = df['NumWords'].median()\n", "stdev = df['NumWords'].std()\n", "print(f\"The mean number of words in these bills is: {mean}\")\n", "print(f\"The median number of words in these bills is: {median}\")\n", "print(f\"The standard deviation of the number of words in these bills is: {stdev}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "-KaT1LcXUn-R" }, "source": [ "Some bills are very concise, while others are quite lengthy, and there may be some bills with an exceptionally high number of words that affect this spread." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "id": "AVtpVh1kUn-R", "outputId": "180d926e-704c-4b15-f386-b9808f7eeb6d" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['NumWords'].hist(bins=100)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "id": "nflZqm6UUn-S", "outputId": "391e3e66-2207-4f64-d792-6eb6e35c9f31" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "98.0% of bills are less than 5000 words long, context length shouldn't be a problem\n" ] } ], "source": [ "percent_under_5000 = round(df[df['NumWords'] < 5000].shape[0] / df.shape[0], 2)\n", "\n", "print(f\"{percent_under_5000 * 100}% of bills are less than 5000 words long, context length shouldn't be a problem\")" ] }, { "cell_type": "markdown", "metadata": { "id": "Hn1Zh5tUUn-S" }, "source": [ "# Type of legislation" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "PLehI7fvUn-S", "outputId": "ad3282c4-bc7d-4861-bd8c-400482eebe96" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['LegislationTypeName'].value_counts().sort_values(ascending=True).plot(kind='barh')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "2AkTLdPbUn-S" }, "source": [ "By far most of the rows in our dataset are bills, then some are \"resolves\", \"proposals for amendments\", \"resolutions\", etc." ] }, { "cell_type": "markdown", "metadata": { "id": "9wHoLtwTUn-S" }, "source": [ "# Primary sponsor analysis" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "id": "mywUhAODUn-S", "outputId": "32bd6bef-f6e1-4fdd-ae08-7d89db06b5fc" }, "outputs": [ { "data": { "text/html": [ "
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IdNameTypeDetailsResponseDateBillNumber
0GOV7Maura T. Healey1.0http://malegislature.gov/api/GeneralCourts/193...2023-03-01T15:21:54.853H1
1NaNPublic Employee Retirement Administration Comm...4.0NaN2023-03-06T14:55:05.15H10
2PAS1Paul A. Schmid, III1.0http://malegislature.gov/api/GeneralCourts/193...2023-01-17T17:49:19.59H100
3WJD1William J. Driscoll, Jr.1.0http://malegislature.gov/api/GeneralCourts/193...2023-01-17T15:52:55.117H1000
4WJD1William J. Driscoll, Jr.1.0http://malegislature.gov/api/GeneralCourts/193...2023-01-17T16:23:45.66H1001
\n", "
" ], "text/plain": [ " Id Name Type \n", "0 GOV7 Maura T. Healey 1.0 \\\n", "1 NaN Public Employee Retirement Administration Comm... 4.0 \n", "2 PAS1 Paul A. Schmid, III 1.0 \n", "3 WJD1 William J. Driscoll, Jr. 1.0 \n", "4 WJD1 William J. Driscoll, Jr. 1.0 \n", "\n", " Details ResponseDate \n", "0 http://malegislature.gov/api/GeneralCourts/193... 2023-03-01T15:21:54.853 \\\n", "1 NaN 2023-03-06T14:55:05.15 \n", "2 http://malegislature.gov/api/GeneralCourts/193... 2023-01-17T17:49:19.59 \n", "3 http://malegislature.gov/api/GeneralCourts/193... 2023-01-17T15:52:55.117 \n", "4 http://malegislature.gov/api/GeneralCourts/193... 2023-01-17T16:23:45.66 \n", "\n", " BillNumber \n", "0 H1 \n", "1 H10 \n", "2 H100 \n", "3 H1000 \n", "4 H1001 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "primary_sponsor_df = pd.read_csv('primary_sponsor.csv')\n", "primary_sponsor_df.head()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "id": "OAycZdwTUn-S", "outputId": "77e3edb9-ce40-4d03-ea31-e536625f7941" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "primary_sponsor_df['Name'].value_counts().sort_values(ascending=True).tail().plot(kind='barh')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Check if other columns are meaningful\n", "- RollCall\n", "- Attachments\n", "- CommitteeRecommendations\n", "- Amendments" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "id": "DOjHjkqkUn-S" }, "outputs": [], "source": [ "# Turn string formatted lists into dataframes, BillNumber primary key\n", "import ast\n", "def create_dataframe(column_name):\n", " df[f'{column_name}_list'] = df[column_name].apply(lambda x: ast.literal_eval(x) if pd.notnull(x) and x != \"[]\" else [])\n", " exploded_df = df.explode(f'{column_name}_list')[['BillNumber', f'{column_name}_list']]\n", " new_df = exploded_df[f'{column_name}_list'].apply(pd.Series)\n", "\n", " new_df['BillNumber'] = exploded_df['BillNumber']\n", "\n", " return new_df\n", "\n", "\n", "rollcalls_df = create_dataframe('RollCalls')\n", "attachments_df = create_dataframe('Attachments')\n", "committee_recommendations_df = create_dataframe('CommitteeRecommendations')\n", "amendments_df = create_dataframe('Amendments')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "id": "nl3fhO58Un-T", "outputId": "b75410d0-2a3c-4b5c-c518-b0f013dbebf3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.769077013521458\n", "0.8645878446658005\n", "0.9830380130243829\n", "0.9917131233991261\n" ] } ], "source": [ "# Check for missing values\n", "print(amendments_df.isna().sum()['AmendmentNumber']/ amendments_df.shape[0])\n", "print(committee_recommendations_df.isna().sum()['Action'] / committee_recommendations_df.shape[0])\n", "print(attachments_df.isna().sum()['Description'] / attachments_df.shape[0])\n", "print(rollcalls_df.isna().sum()['GeneralCourtNumber'] / rollcalls_df.shape[0])" ] }, { "cell_type": "markdown", "metadata": { "id": "oE0A9PPiUn-T" }, "source": [ "These other columns are not as interesting, more than 76% rows are null for each of them." ] }, { "cell_type": "markdown", "metadata": { "id": "B9YOyw-tUn-T" }, "source": [ "# Word Frequency Analysis" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "id": "lNrugJSPUn-T" }, "outputs": [], "source": [ "import nltk\n", "from nltk.tokenize import word_tokenize\n", "from nltk.corpus import stopwords\n", "import string\n", "from collections import Counter" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "id": "zu2Yqq2lUn-T" }, "outputs": [], "source": [ "def preprocess_text(text):\n", " words = word_tokenize(text.lower())\n", " # Remove punctuation and non-alphanumeric words\n", " words = [word for word in words if word not in string.punctuation and word.isalnum()]\n", " return words" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "id": "CHv3e-uSUn-T" }, "outputs": [], "source": [ "# Preprocess text\n", "df['words'] = df['DocumentText'].astype(str).apply(preprocess_text)\n", "\n", "# Count word frequencies across all documents\n", "all_words = [word for tokens in df['words'] for word in tokens]\n", "word_freq = Counter(all_words)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "id": "v8jaPRDBUn-T", "outputId": "099268e4-5ebb-4cc6-ff76-b5bc00ae5c23" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'the': 383924, 'of': 241397, 'and': 143664, 'to': 130293, 'or': 123273, 'a': 122537, 'in': 94613, 'by': 66045, 'for': 58710, 'be': 49446, 'is': 42994, 'as': 42367, 'that': 38545, 'any': 36605, 'this': 30192, 'with': 30070, 'not': 29085, 'an': 28782, 'on': 23421, 'such': 23078, 'under': 18374, 'other': 16786, 'from': 15848, 's': 13546, 'which': 12698, 'at': 12685, 'after': 12171, 'if': 11839, 'all': 11328, 'than': 10904, 'who': 9890, 'each': 9119, 'are': 8803, 'its': 8547, 'have': 8472, 'out': 8452, 'has': 8403, 'so': 8099, 'but': 7491, 'i': 7014, 'no': 6390, 'further': 6377, 'more': 5818, 'their': 5533, 'it': 4836, 'd': 4513, 'been': 4159, 'through': 3698, 'into': 2956, 'will': 2895, 'before': 2887, 'was': 2875, 'whom': 2785, 'during': 2642, 'there': 2629, 'same': 2589, 'where': 2504, 'when': 2461, 'only': 2146, 'those': 2128, 'his': 2068, 'against': 2001, 'does': 1946, 'between': 1873, 'they': 1701, 'until': 1519, 'can': 1416, 'over': 1395, 'these': 1360, 'both': 1321, 'being': 1278, 'about': 1096, 'up': 1047, 'having': 989, 'how': 978, 'while': 956, 'most': 928, 'were': 884, 'do': 878, 'nor': 801, 'he': 766, 'her': 711, 'should': 703, 'had': 680, 'above': 680, 'then': 661, 'own': 642, 'them': 612, 'because': 520, 'once': 444, 'below': 430, 'what': 353, 'm': 266, 'him': 251, 'did': 249, 'some': 243, 'our': 218, 'she': 215, 'itself': 202, 'off': 200, 'doing': 192, 'just': 191, 'you': 187, 'o': 174, 'we': 165, 'down': 139, 'themselves': 127, 'why': 122, 'now': 104, 't': 90, 'himself': 72, 'here': 71, 'my': 66, 'your': 62, 'again': 57, 'very': 57, 'ma': 52, 'y': 45, 'am': 38, 'me': 34, 'too': 23, 'haven': 16, 'don': 13, 'won': 12, 'herself': 11, 'few': 10, 'll': 8, 've': 8, 're': 7, 'ourselves': 4, 'ours': 3, 'wasn': 2, 'yours': 1, 'hadn': 1, 'shouldn': 1, 'wouldn': 1}\n" ] } ], "source": [ "# Check the frequency of stop words\n", "stop_words = set(stopwords.words('english'))\n", "stopword_freq = {word: word_freq[word] for word in word_freq.keys() & stop_words}\n", "\n", "print(dict(sorted(stopword_freq.items(), key=lambda item: item[1], reverse=True)))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "id": "RHlgw3yGUn-T" }, "outputs": [], "source": [ "# Remove stopwords from tokens\n", "df['no_stopwords'] = df['words'].apply(lambda tokens: [word for word in tokens if word not in stop_words])\n", "\n", "# Count word frequencies without stopwords\n", "all_words = [word for tokens in df['no_stopwords'] for word in tokens]\n", "word_freq = Counter(all_words)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "id": "cQUrM6nUUn-T", "outputId": "422be65a-ed69-475a-e955-1852f90a19c3" }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Display Top 10 most frequent words\n", "top_words = word_freq.most_common(10)\n", "\n", "# Plot\n", "plt.figure(figsize=(10,5))\n", "words, counts = zip(*top_words)\n", "plt.bar(words, counts, color='blue')\n", "plt.title('Top 10 Most Common Words')\n", "plt.show()\n", "\n", "# Display Top 20 least frequent words\n", "bottom_words = word_freq.most_common()[:-11:-1]\n", "\n", "# Plot\n", "plt.figure(figsize=(10,5))\n", "words, counts = zip(*bottom_words)\n", "plt.bar(words, counts, color='red')\n", "plt.title('Top 10 Least Common Words')\n", "plt.xticks(fontsize=7)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "qYVfWtpiUn-T" }, "source": [ "## Word Cloud" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "id": "sAfocRBzUn-T", "outputId": "8865b97a-0d8d-4a82-bd7a-2bb4980e55a2" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# DocumentText\n", "from wordcloud import WordCloud, STOPWORDS\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "all_texts = ' '.join(text for text in df['DocumentText'].dropna())\n", "stopwords = set(STOPWORDS)\n", "\n", "wordcloud = WordCloud(stopwords=stopwords, background_color='white', width=800, height=400).generate(all_texts)\n", "\n", "\n", "plt.figure(figsize=(10, 5))\n", "plt.imshow(wordcloud, interpolation='bilinear')\n", "plt.axis('off')\n", "plt.show()" ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.13" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 0 }