-
-
Notifications
You must be signed in to change notification settings - Fork 21
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Merge branch 'main' into update_markov_chain_I
- Loading branch information
Showing
47 changed files
with
2,581 additions
and
5,392 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
133 changes: 133 additions & 0 deletions
133
lectures/_static/lecture_specific/inequality/data.ipynb
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,133 @@ | ||
{ | ||
"cells": [ | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 1, | ||
"id": "258b4bc9-2964-470a-8010-05c2162f5e05", | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"Requirement already satisfied: wbgapi in /Users/longye/anaconda3/lib/python3.10/site-packages (1.0.12)\n", | ||
"Requirement already satisfied: plotly in /Users/longye/anaconda3/lib/python3.10/site-packages (5.22.0)\n", | ||
"Requirement already satisfied: requests in /Users/longye/anaconda3/lib/python3.10/site-packages (from wbgapi) (2.31.0)\n", | ||
"Requirement already satisfied: tabulate in /Users/longye/anaconda3/lib/python3.10/site-packages (from wbgapi) (0.9.0)\n", | ||
"Requirement already satisfied: PyYAML in /Users/longye/anaconda3/lib/python3.10/site-packages (from wbgapi) (6.0)\n", | ||
"Requirement already satisfied: tenacity>=6.2.0 in /Users/longye/anaconda3/lib/python3.10/site-packages (from plotly) (8.4.1)\n", | ||
"Requirement already satisfied: packaging in /Users/longye/anaconda3/lib/python3.10/site-packages (from plotly) (23.1)\n", | ||
"Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/longye/anaconda3/lib/python3.10/site-packages (from requests->wbgapi) (1.26.16)\n", | ||
"Requirement already satisfied: charset-normalizer<4,>=2 in /Users/longye/anaconda3/lib/python3.10/site-packages (from requests->wbgapi) (2.0.4)\n", | ||
"Requirement already satisfied: idna<4,>=2.5 in /Users/longye/anaconda3/lib/python3.10/site-packages (from requests->wbgapi) (3.4)\n", | ||
"Requirement already satisfied: certifi>=2017.4.17 in /Users/longye/anaconda3/lib/python3.10/site-packages (from requests->wbgapi) (2024.6.2)\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"!pip install wbgapi plotly\n", | ||
"\n", | ||
"import pandas as pd\n", | ||
"import numpy as np\n", | ||
"import matplotlib.pyplot as plt\n", | ||
"import random as rd\n", | ||
"import wbgapi as wb\n", | ||
"import plotly.express as px\n", | ||
"\n", | ||
"url = 'https://media.githubusercontent.com/media/QuantEcon/high_dim_data/main/SCF_plus/SCF_plus_mini.csv'\n", | ||
"df = pd.read_csv(url)\n", | ||
"df_income_wealth = df.dropna()" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": 4, | ||
"id": "9630a07a-fce5-474e-92af-104e67e82be5", | ||
"metadata": {}, | ||
"outputs": [ | ||
{ | ||
"name": "stdout", | ||
"output_type": "stream", | ||
"text": [ | ||
"Requirement already satisfied: quantecon in /Users/longye/anaconda3/lib/python3.10/site-packages (0.7.1)\n", | ||
"Requirement already satisfied: requests in /Users/longye/anaconda3/lib/python3.10/site-packages (from quantecon) (2.31.0)\n", | ||
"Requirement already satisfied: numpy>=1.17.0 in /Users/longye/anaconda3/lib/python3.10/site-packages (from quantecon) (1.26.3)\n", | ||
"Requirement already satisfied: numba>=0.49.0 in /Users/longye/anaconda3/lib/python3.10/site-packages (from quantecon) (0.59.1)\n", | ||
"Requirement already satisfied: sympy in /Users/longye/anaconda3/lib/python3.10/site-packages (from quantecon) (1.12)\n", | ||
"Requirement already satisfied: scipy>=1.5.0 in /Users/longye/anaconda3/lib/python3.10/site-packages (from quantecon) (1.12.0)\n", | ||
"Requirement already satisfied: llvmlite<0.43,>=0.42.0dev0 in /Users/longye/anaconda3/lib/python3.10/site-packages (from numba>=0.49.0->quantecon) (0.42.0)\n", | ||
"Requirement already satisfied: certifi>=2017.4.17 in /Users/longye/anaconda3/lib/python3.10/site-packages (from requests->quantecon) (2024.6.2)\n", | ||
"Requirement already satisfied: idna<4,>=2.5 in /Users/longye/anaconda3/lib/python3.10/site-packages (from requests->quantecon) (3.4)\n", | ||
"Requirement already satisfied: charset-normalizer<4,>=2 in /Users/longye/anaconda3/lib/python3.10/site-packages (from requests->quantecon) (2.0.4)\n", | ||
"Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/longye/anaconda3/lib/python3.10/site-packages (from requests->quantecon) (1.26.16)\n", | ||
"Requirement already satisfied: mpmath>=0.19 in /Users/longye/anaconda3/lib/python3.10/site-packages (from sympy->quantecon) (1.3.0)\n" | ||
] | ||
} | ||
], | ||
"source": [ | ||
"!pip install quantecon\n", | ||
"import quantecon as qe\n", | ||
"\n", | ||
"varlist = ['n_wealth', # net wealth \n", | ||
" 't_income', # total income\n", | ||
" 'l_income'] # labor income\n", | ||
"\n", | ||
"df = df_income_wealth\n", | ||
"years = df.year.unique()\n", | ||
"\n", | ||
"# create lists to store Gini for each inequality measure\n", | ||
"results = {}\n", | ||
"\n", | ||
"for var in varlist:\n", | ||
" # create lists to store Gini\n", | ||
" gini_yr = []\n", | ||
" for year in years:\n", | ||
" # repeat the observations according to their weights\n", | ||
" counts = list(round(df[df['year'] == year]['weights'] ))\n", | ||
" y = df[df['year'] == year][var].repeat(counts)\n", | ||
" y = np.asarray(y)\n", | ||
" \n", | ||
" rd.shuffle(y) # shuffle the sequence\n", | ||
" \n", | ||
" # calculate and store Gini\n", | ||
" gini = qe.gini_coefficient(y)\n", | ||
" gini_yr.append(gini)\n", | ||
" \n", | ||
" results[var] = gini_yr\n", | ||
"\n", | ||
"# Convert to DataFrame\n", | ||
"results = pd.DataFrame(results, index=years)\n", | ||
"results.to_csv(\"usa-gini-nwealth-tincome-lincome.csv\", index_label='year')" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "d59e876b-2f77-4fa7-b79a-8e455ad82d43", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Python 3 (ipykernel)", | ||
"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": "3.10.12" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 5 | ||
} |
40 changes: 20 additions & 20 deletions
40
lectures/_static/lecture_specific/inequality/usa-gini-nwealth-tincome-lincome.csv
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -1,21 +1,21 @@ | ||
year,n_wealth,t_income,l_income | ||
1950,0.8257332034366338,0.44248654139458626,0.5342948198773412 | ||
1953,0.8059487586599329,0.4264544060935945,0.5158978980963702 | ||
1956,0.8121790488050616,0.44426942873399283,0.5349293526208142 | ||
1959,0.795206874163792,0.43749348077061573,0.5213985948309416 | ||
1962,0.8086945076579359,0.4435843103853645,0.5345127915054341 | ||
1965,0.7904149225687935,0.43763715466663444,0.7487860020887753 | ||
1968,0.7982885066993497,0.4208620794438902,0.5242396427381545 | ||
1971,0.7911574835420259,0.4233344246090255,0.5576454812313466 | ||
1977,0.7571418922185215,0.46187678800902543,0.5704448110072049 | ||
1983,0.7494335400643013,0.439345618464469,0.5662220844385915 | ||
1989,0.7715705301674302,0.5115249581654197,0.601399568747142 | ||
1992,0.7508126614055308,0.4740650672076798,0.5983592657979563 | ||
1995,0.7569492388110265,0.48965523558400603,0.5969779516716903 | ||
1998,0.7603291991801185,0.49117441585168614,0.5774462841723305 | ||
2001,0.7816118750507056,0.5239092994681135,0.6042739644967272 | ||
2004,0.7700355469522361,0.4884350383903255,0.5981432201792727 | ||
2007,0.7821413776486978,0.5197156312086187,0.626345219575322 | ||
2010,0.8250825295193438,0.5195972120145615,0.6453653328291903 | ||
2013,0.8227698931835303,0.531400174984336,0.6498682917772644 | ||
2016,0.8342975903562234,0.5541400068900825,0.6706846793375284 | ||
1950,0.8257332034366366,0.44248654139458743,0.534294819877344 | ||
1953,0.805948758659935,0.4264544060935942,0.5158978980963682 | ||
1956,0.8121790488050612,0.44426942873399367,0.5349293526208106 | ||
1959,0.7952068741637912,0.43749348077061534,0.5213985948309414 | ||
1962,0.8086945076579386,0.44358431038536356,0.5345127915054446 | ||
1965,0.7904149225687949,0.4376371546666344,0.7487860020887701 | ||
1968,0.7982885066993503,0.4208620794438885,0.5242396427381534 | ||
1971,0.7911574835420282,0.4233344246090255,0.5576454812313462 | ||
1977,0.7571418922185215,0.46187678800902554,0.57044481100722 | ||
1983,0.749433540064301,0.4393456184644682,0.5662220844385925 | ||
1989,0.7715705301674285,0.5115249581654115,0.6013995687471289 | ||
1992,0.7508126614055305,0.4740650672076754,0.5983592657979544 | ||
1995,0.7569492388110274,0.4896552355840001,0.5969779516717039 | ||
1998,0.7603291991801172,0.49117441585168525,0.5774462841723346 | ||
2001,0.781611875050703,0.523909299468113,0.6042739644967232 | ||
2004,0.7700355469522372,0.48843503839032354,0.5981432201792916 | ||
2007,0.782141377648698,0.5197156312086207,0.6263452195753227 | ||
2010,0.825082529519342,0.5195972120145641,0.6453653328291843 | ||
2013,0.8227698931835299,0.5314001749843426,0.6498682917772886 | ||
2016,0.8342975903562537,0.55414000689009,0.6706846793375292 |
Binary file modified
BIN
+6 Bytes
(100%)
lectures/_static/lecture_specific/long_run_growth/tooze_ch1_graph.png
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Oops, something went wrong.