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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Warning: column count mismatch (42 + 223 != 1445)\n",
"\n"
]
}
],
"source": [
"import pandas as pd\n",
"result = pd.read_sas('WVS_Longit_1981_2016_v20180912.sas7bdat')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This will take a little while to load, but thanks to notebooks, once loaded we should be able to work with it interactively without always reloading.\n",
"\n",
"Inspecting what the dataset looks like by showing up a few (5 by default; more can be shown by passing the number as argument to the head() method) records:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>S001</th>\n",
" <th>S002</th>\n",
" <th>S002EVS</th>\n",
" <th>S003</th>\n",
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" <th>S004</th>\n",
" <th>S006</th>\n",
" <th>S007</th>\n",
" <th>S007_01</th>\n",
" <th>S008</th>\n",
" <th>...</th>\n",
" <th>STUDYNO</th>\n",
" <th>STUDYNOC</th>\n",
" <th>STUDYNOW</th>\n",
" <th>tradrat5</th>\n",
" <th>survself</th>\n",
" <th>TradAgg</th>\n",
" <th>SurvSAgg</th>\n",
" <th>filter__</th>\n",
" <th>FAC1_1</th>\n",
" <th>FAC2_1</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2.0</td>\n",
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" <td>-4.0</td>\n",
" <td>-0.857341</td>\n",
" <td>0.455528</td>\n",
" <td>-1.480319</td>\n",
" <td>0.862505</td>\n",
" <td>1.0</td>\n",
" <td>-0.547820</td>\n",
" <td>-0.695666</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>-4.0</td>\n",
" <td>32.0</td>\n",
" <td>32.0</td>\n",
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" <td>2.0</td>\n",
" <td>320120002.0</td>\n",
" <td>320120002.0</td>\n",
" <td>-4.0</td>\n",
" <td>...</td>\n",
" <td>-4.0</td>\n",
" <td>-4.0</td>\n",
" <td>-4.0</td>\n",
" <td>-0.245595</td>\n",
" <td>1.457318</td>\n",
" <td>-0.495407</td>\n",
" <td>2.675745</td>\n",
" <td>1.0</td>\n",
" <td>0.113746</td>\n",
" <td>-1.595350</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>-4.0</td>\n",
" <td>32.0</td>\n",
" <td>32.0</td>\n",
" <td>-4.0</td>\n",
" <td>3.0</td>\n",
" <td>320120003.0</td>\n",
" <td>320120003.0</td>\n",
" <td>-4.0</td>\n",
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" <td>-4.0</td>\n",
" <td>-4.0</td>\n",
" <td>-4.0</td>\n",
" <td>0.021347</td>\n",
" <td>1.186340</td>\n",
" <td>-0.065631</td>\n",
" <td>2.185275</td>\n",
" <td>1.0</td>\n",
" <td>0.240087</td>\n",
" <td>-1.110824</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>-4.0</td>\n",
" <td>32.0</td>\n",
" <td>32.0</td>\n",
" <td>-4.0</td>\n",
" <td>4.0</td>\n",
" <td>320120004.0</td>\n",
" <td>320120004.0</td>\n",
" <td>-4.0</td>\n",
" <td>...</td>\n",
" <td>-4.0</td>\n",
" <td>-4.0</td>\n",
" <td>-4.0</td>\n",
" <td>2.198380</td>\n",
" <td>0.409137</td>\n",
" <td>3.439393</td>\n",
" <td>0.778538</td>\n",
" <td>1.0</td>\n",
" <td>2.263760</td>\n",
" <td>0.055644</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>-4.0</td>\n",
" <td>32.0</td>\n",
" <td>32.0</td>\n",
" <td>-4.0</td>\n",
" <td>5.0</td>\n",
" <td>320120005.0</td>\n",
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" <td>...</td>\n",
" <td>-4.0</td>\n",
" <td>-4.0</td>\n",
" <td>-4.0</td>\n",
" <td>1.120026</td>\n",
" <td>1.201234</td>\n",
" <td>1.703241</td>\n",
" <td>2.212233</td>\n",
" <td>1.0</td>\n",
" <td>1.316685</td>\n",
" <td>-0.938211</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 1445 columns</p>\n",
"</div>"
],
"text/plain": [
" S001 S002 S002EVS S003 S003A S004 S006 S007 S007_01 \\\n",
"0 2.0 1.0 -4.0 32.0 32.0 -4.0 1.0 320120001.0 320120001.0 \n",
"1 2.0 1.0 -4.0 32.0 32.0 -4.0 2.0 320120002.0 320120002.0 \n",
"2 2.0 1.0 -4.0 32.0 32.0 -4.0 3.0 320120003.0 320120003.0 \n",
"3 2.0 1.0 -4.0 32.0 32.0 -4.0 4.0 320120004.0 320120004.0 \n",
"4 2.0 1.0 -4.0 32.0 32.0 -4.0 5.0 320120005.0 320120005.0 \n",
"\n",
" S008 ... STUDYNO STUDYNOC STUDYNOW tradrat5 survself TradAgg \\\n",
"0 -4.0 ... -4.0 -4.0 -4.0 -0.857341 0.455528 -1.480319 \n",
"1 -4.0 ... -4.0 -4.0 -4.0 -0.245595 1.457318 -0.495407 \n",
"2 -4.0 ... -4.0 -4.0 -4.0 0.021347 1.186340 -0.065631 \n",
"3 -4.0 ... -4.0 -4.0 -4.0 2.198380 0.409137 3.439393 \n",
"4 -4.0 ... -4.0 -4.0 -4.0 1.120026 1.201234 1.703241 \n",
"\n",
" SurvSAgg filter__ FAC1_1 FAC2_1 \n",
"0 0.862505 1.0 -0.547820 -0.695666 \n",
"1 2.675745 1.0 0.113746 -1.595350 \n",
"2 2.185275 1.0 0.240087 -1.110824 \n",
"3 0.778538 1.0 2.263760 0.055644 \n",
"4 2.212233 1.0 1.316685 -0.938211 \n",
"\n",
"[5 rows x 1445 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, lets load the codebook describing the variable of the dataset and have a look at its content. By default, Pandas read_excel() method read in the first sheet of the Excel file it receives as argument."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>IDX</th>\n",
" <th>LABEL</th>\n",
" <th>TYPE</th>\n",
" <th>LENGTH</th>\n",
" <th>MISSING</th>\n",
" <th>CATEGORIES</th>\n",
" </tr>\n",
" <tr>\n",
" <th>VARIABLE</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>NaN</th>\n",
" <td>001</td>\n",
" <td>Perceptions of life</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A001</th>\n",
" <td>001_001</td>\n",
" <td>Important in life: Family</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>[-99:-1]</td>\n",
" <td>1:Very important\\n2:Rather important\\n3:Not ve...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A001_CO</th>\n",
" <td>001_001_001</td>\n",
" <td>Family important</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>[-99:-1]</td>\n",
" <td>1:Very important\\n2:Important\\n3:Not at all im...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A002</th>\n",
" <td>001_002</td>\n",
" <td>Important in life: Friends</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>[-99:-1]</td>\n",
" <td>1:Very important\\n2:Rather important\\n3:Not ve...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A002_CO</th>\n",
" <td>001_002_001</td>\n",
" <td>Friends important</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>[-99:-1]</td>\n",
" <td>1:Very important\\n2:Important\\n3:Not at all im...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A003</th>\n",
" <td>001_003</td>\n",
" <td>Important in life: Leisure time</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>[-99:-1]</td>\n",
" <td>-5:Missing; Unknown\\n-4:Not asked in survey\\n-...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A003_CO</th>\n",
" <td>001_003_001</td>\n",
" <td>Leisure time</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>[-99:-1]</td>\n",
" <td>1:Very important\\n2:Important\\n3:Not at all im...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A004</th>\n",
" <td>001_004</td>\n",
" <td>Important in life: Politics</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>[-99:-1]</td>\n",
" <td>1:Very important\\n2:Rather important\\n3:Not ve...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A004_CO</th>\n",
" <td>001_004_001</td>\n",
" <td>Politics important</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>[-99:-1]</td>\n",
" <td>1:Very important\\n2:Important\\n3:Not at all im...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>A005</th>\n",
" <td>001_005</td>\n",
" <td>Important in life: Work</td>\n",
" <td>NaN</td>\n",
" <td>2.0</td>\n",
" <td>[-99:-1]</td>\n",
" <td>1:Very important\\n2:Rather important\\n3:Not ve...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" IDX LABEL TYPE LENGTH MISSING \\\n",
"VARIABLE \n",
"NaN 001 Perceptions of life NaN NaN NaN \n",
"A001 001_001 Important in life: Family NaN 2.0 [-99:-1] \n",
"A001_CO 001_001_001 Family important NaN 2.0 [-99:-1] \n",
"A002 001_002 Important in life: Friends NaN 2.0 [-99:-1] \n",
"A002_CO 001_002_001 Friends important NaN 2.0 [-99:-1] \n",
"A003 001_003 Important in life: Leisure time NaN 2.0 [-99:-1] \n",
"A003_CO 001_003_001 Leisure time NaN 2.0 [-99:-1] \n",
"A004 001_004 Important in life: Politics NaN 2.0 [-99:-1] \n",
"A004_CO 001_004_001 Politics important NaN 2.0 [-99:-1] \n",
"A005 001_005 Important in life: Work NaN 2.0 [-99:-1] \n",
"\n",
" CATEGORIES \n",
"VARIABLE \n",
"NaN NaN \n",
"A001 1:Very important\\n2:Rather important\\n3:Not ve... \n",
"A001_CO 1:Very important\\n2:Important\\n3:Not at all im... \n",
"A002 1:Very important\\n2:Rather important\\n3:Not ve... \n",
"A002_CO 1:Very important\\n2:Important\\n3:Not at all im... \n",
"A003 -5:Missing; Unknown\\n-4:Not asked in survey\\n-... \n",
"A003_CO 1:Very important\\n2:Important\\n3:Not at all im... \n",
"A004 1:Very important\\n2:Rather important\\n3:Not ve... \n",
"A004_CO 1:Very important\\n2:Important\\n3:Not at all im... \n",
"A005 1:Very important\\n2:Rather important\\n3:Not ve... "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"codebook = pd.read_excel(\"F00003843_WVS_EVS_Integrated_Dictionary_Codebook_v_2014_09_22.xls\", skiprows=3, index_col=\"VARIABLE\").iloc[:, 1:]\n",
"codebook.head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can get values from cells by indexing the DataFrame object codebook with the .loc() method. "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Important in life: Family\n",
"1:Very important\n",
"2:Rather important\n",
"3:Not very important\n",
"4:Not at all important\n",
"-5:Missing; Unknown\n",
"-4:Not asked in survey\n",
"-3:Not applicable\n",
"-2:No answer\n",
"-1:Don´t know\n",
"\n"
]
}
],
"source": [
"var_code = \"A001\"\n",
"print(codebook.loc[var_code, \"LABEL\"])\n",
"print(codebook.loc[var_code, \"CATEGORIES\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is convenient to parse the CATEGORIES field into a dictionnary to easily reuse it to make sense of this dataset."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'1': 'Very important',\n",
" '2': 'Rather important',\n",
" '3': 'Not very important',\n",
" '4': 'Not at all important',\n",
" '-5': 'Missing; Unknown',\n",
" '-4': 'Not asked in survey',\n",
" '-3': 'Not applicable',\n",
" '-2': 'No answer',\n",
" '-1': 'Don´t know'}"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def parse_categories(var_code):\n",
" return dict(scale_string.split(\":\") for scale_string in codebook.loc[var_code, \"CATEGORIES\"].split(\"\\n\") if \":\" in scale_string)\n",
"parse_categories(var_code)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Showing up an example of data distribution of the variable A001 (importance in life of family, according to the answers provided to a survey). We use Seaborn since it easily produce figures that looks much better than basic Matplotlib ones. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns\n",
"\n",
"def get_values_by_var_code(var_code):\n",
" var_scale_codes = parse_categories(var_code)\n",
" return [var_scale_codes[str(int(point))] for point in result[var_code]]\n",
"\n",
"var_scale_codes = parse_categories(var_code)\n",
"g = sns.countplot(get_values_by_var_code(var_code), order=var_scale_codes.values())\n",
"g.set_title(codebook.loc[var_code, \"LABEL\"])\n",
"g.set_xticklabels(g.get_xticklabels(), rotation=80);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Comparing visually a few variables..."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"f, axes = plt.subplots(3,2, figsize=(10, 10), sharex=True)\n",
"\n",
"inv_var_scale_codes = {v: k for k, v in var_scale_codes.items()}\n",
"\n",
"for i, axe in enumerate(axes.flatten()):\n",
" var_code = \"A00\" + str(i+1)\n",
" g = sns.countplot(y=get_values_by_var_code(var_code), order=var_scale_codes.values(), ax=axe)\n",
" g.set_title(codebook.loc[var_code, \"LABEL\"])\n",
" \n",
" g.set_yticklabels(label.get_text() + \"(\" + inv_var_scale_codes[label.get_text()] + \")\" for label in g.get_yticklabels())\n",
" if i % 2:\n",
" g.set_yticklabels([])\n",
" if i < 4:\n",
" g.set_xlabel(\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These data have been collected longitudinally in various country. We are interested in looking at how these five variables vary, taking into the account the country and the year of the data collection. \n",
"\n",
"First, for this simple tutorial, we will ignore all the scores that are negative, regardless of whethere it is because the answer is missing, that the question has not been asked in the survey, that the question is not applicable, that the question has not been answer or that the personne answer that they don't know. We will keep only the four positive answers scoring from not at all important to very important. "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\User\\Miniconda3\\envs\\blog_happiness\\lib\\site-packages\\pandas\\core\\indexing.py:543: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
"Try using .loc[row_indexer,col_indexer] = value instead\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
" self.obj[item] = s\n"
]
}
],
"source": [
"stat_data = result[[\"A00\" + str(i+1) for i in range(6)]]\n",
"for col in stat_data.columns:\n",
" stat_data.loc[stat_data[col] < 0, col] = None"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>family</th>\n",
" <th>friends</th>\n",
" <th>leisure</th>\n",
" <th>politics</th>\n",
" <th>work</th>\n",
" <th>religion</th>\n",
" <th>country</th>\n",
" <th>year</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Argentina</td>\n",
" <td>1984</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Argentina</td>\n",
" <td>1984</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Argentina</td>\n",
" <td>1984</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Argentina</td>\n",
" <td>1984</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Argentina</td>\n",
" <td>1984</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" family friends leisure politics work religion country year\n",
"0 NaN NaN NaN NaN NaN NaN Argentina 1984\n",
"1 NaN NaN NaN NaN NaN NaN Argentina 1984\n",
"2 NaN NaN NaN NaN NaN NaN Argentina 1984\n",
"3 NaN NaN NaN NaN NaN NaN Argentina 1984\n",
"4 NaN NaN NaN NaN NaN NaN Argentina 1984"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"var_code = \"S025\"\n",
"var_scale_codes = dict(scale_string.split(\":\") for scale_string in codebook.loc[var_code, \"CATEGORIES\"].split(\"\\n\") if \":\" in scale_string)\n",
"country_codes = {int(key[:-4]):values.split(\"(\")[0][:-1] for key, values in var_scale_codes.items() if int(key) > 0}\n",
"\n",
"# Some country-year in the dataset are not listed in the CATEGORIES field. We will simply ingnore these entriers by putting\n",
"# the country and the year to -1.\n",
"country, year = zip(*[(country_codes[int(code // 10000)], int(code % 10000)) if (int(code // 10000) in country_codes) else (-1, -1) \n",
" for code in result[\"S025\"]])\n",
"\n",
"stat_data = stat_data.assign(country=country).assign(year=year)\n",
"stat_data.columns = [\"family\", \"friends\", \"leisure\", \"politics\", \"work\", \"religion\", \"country\", \"year\"]\n",
"stat_data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We remove all record for which all of our six variables (A001-A006) are NaN or those for wich the country has not bee recognized. "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>family</th>\n",
" <th>friends</th>\n",
" <th>leisure</th>\n",
" <th>politics</th>\n",
" <th>work</th>\n",
" <th>religion</th>\n",
" <th>country</th>\n",
" <th>year</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>13586</th>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>4.0</td>\n",
" <td>Argentina</td>\n",
" <td>1991</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13587</th>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" <td>3.0</td>\n",
" <td>Argentina</td>\n",
" <td>1991</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13588</th>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>Argentina</td>\n",
" <td>1991</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13589</th>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>Argentina</td>\n",
" <td>1991</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13590</th>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>Argentina</td>\n",
" <td>1991</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" family friends leisure politics work religion country year\n",
"13586 1.0 2.0 3.0 2.0 1.0 4.0 Argentina 1991\n",
"13587 1.0 2.0 2.0 3.0 1.0 3.0 Argentina 1991\n",
"13588 1.0 2.0 1.0 2.0 1.0 1.0 Argentina 1991\n",
"13589 1.0 1.0 2.0 3.0 1.0 1.0 Argentina 1991\n",
"13590 1.0 2.0 4.0 1.0 1.0 1.0 Argentina 1991"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stat_data = stat_data[stat_data.iloc[:, :6].notna().any(axis=1)]\n",
"stat_data = stat_data[(stat_data[\"country\"]!= -1)&(stat_data[\"year\"]!= -1)]\n",
"stat_data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can now aggregate these data by country-year, by taking the mean value for each of these conditions."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>country</th>\n",
" <th>year</th>\n",
" <th>family</th>\n",
" <th>friends</th>\n",
" <th>leisure</th>\n",
" <th>politics</th>\n",
" <th>work</th>\n",
" <th>religion</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Albania</td>\n",
" <td>1998</td>\n",
" <td>1.044266</td>\n",
" <td>1.946502</td>\n",
" <td>2.573057</td>\n",
" <td>3.098765</td>\n",
" <td>1.245703</td>\n",
" <td>2.260246</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Albania</td>\n",
" <td>2002</td>\n",
" <td>1.047094</td>\n",
" <td>1.855992</td>\n",
" <td>2.455375</td>\n",
" <td>2.956078</td>\n",
" <td>1.240647</td>\n",
" <td>2.266055</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Algeria</td>\n",
" <td>2002</td>\n",
" <td>1.058731</td>\n",
" <td>1.790716</td>\n",
" <td>2.046603</td>\n",
" <td>2.526661</td>\n",
" <td>1.089342</td>\n",
" <td>1.094488</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Algeria</td>\n",
" <td>2014</td>\n",
" <td>1.100418</td>\n",
" <td>1.762826</td>\n",
" <td>2.052453</td>\n",
" <td>2.719437</td>\n",
" <td>1.385800</td>\n",
" <td>1.118189</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Andorra</td>\n",
" <td>2005</td>\n",
" <td>1.139581</td>\n",
" <td>1.592408</td>\n",
" <td>1.547358</td>\n",
" <td>2.864729</td>\n",
" <td>1.606855</td>\n",
" <td>3.034000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Argentina</td>\n",
" <td>1991</td>\n",
" <td>1.101796</td>\n",
" <td>1.656971</td>\n",
" <td>1.890010</td>\n",
" <td>2.951807</td>\n",
" <td>1.284137</td>\n",
" <td>2.096386</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Argentina</td>\n",
" <td>1995</td>\n",
" <td>1.142725</td>\n",
" <td>1.686165</td>\n",
" <td>2.027128</td>\n",
" <td>2.960711</td>\n",
" <td>1.340130</td>\n",
" <td>2.059813</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Argentina</td>\n",
" <td>1999</td>\n",
" <td>1.118061</td>\n",
" <td>1.715190</td>\n",
" <td>1.901195</td>\n",
" <td>3.134328</td>\n",
" <td>1.316286</td>\n",
" <td>1.903302</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Argentina</td>\n",
" <td>2006</td>\n",
" <td>1.111111</td>\n",
" <td>1.569277</td>\n",
" <td>1.780020</td>\n",
" <td>2.934542</td>\n",
" <td>1.352705</td>\n",
" <td>2.160966</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Argentina</td>\n",
" <td>2013</td>\n",
" <td>1.123541</td>\n",
" <td>1.570039</td>\n",
" <td>1.870117</td>\n",
" <td>2.880906</td>\n",
" <td>1.580454</td>\n",
" <td>2.451581</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" country year family friends leisure politics work religion\n",
"0 Albania 1998 1.044266 1.946502 2.573057 3.098765 1.245703 2.260246\n",
"1 Albania 2002 1.047094 1.855992 2.455375 2.956078 1.240647 2.266055\n",
"2 Algeria 2002 1.058731 1.790716 2.046603 2.526661 1.089342 1.094488\n",
"3 Algeria 2014 1.100418 1.762826 2.052453 2.719437 1.385800 1.118189\n",
"4 Andorra 2005 1.139581 1.592408 1.547358 2.864729 1.606855 3.034000\n",
"5 Argentina 1991 1.101796 1.656971 1.890010 2.951807 1.284137 2.096386\n",
"6 Argentina 1995 1.142725 1.686165 2.027128 2.960711 1.340130 2.059813\n",
"7 Argentina 1999 1.118061 1.715190 1.901195 3.134328 1.316286 1.903302\n",
"8 Argentina 2006 1.111111 1.569277 1.780020 2.934542 1.352705 2.160966\n",
"9 Argentina 2013 1.123541 1.570039 1.870117 2.880906 1.580454 2.451581"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stat_data_agg = stat_data.groupby([\"country\", \"year\"]).mean().reset_index()\n",
"stat_data_agg.head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, we can have a look at how these variables are correlated with one another. We see for example, that people that value a lot religion for happiness also highly values family and work. "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"mask = np.zeros_like(stat_data_agg.corr())\n",
"mask[np.triu_indices_from(mask)] = True\n",
"sns.heatmap(stat_data_agg.corr(), mask=mask, vmax=0.7, vmin=-0.7, annot=True, cmap=sns.diverging_palette(220, 20, n=7));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we show the data as scatterplot to have a clearer idea of how these data are distributed. Nothing replace vizualisation..."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"def ann(row, variable, ax):\n",
" ind = row[0]\n",
" r = row[1]\n",
" ax.annotate(stat_data_agg[\"country\"][ind], xy=(r[\"year\"], r[variable]), \n",
" xytext=(2,2) , textcoords =\"offset points\", )\n",
"\n",
"f, axes = plt.subplots(3,2, figsize=(10, 10), sharex=True, sharey=True)\n",
"variables = [\"family\", \"friends\", \"leisure\", \"politics\", \"work\", \"religion\"]\n",
"for variable, ax, i in zip(variables, axes.flatten(), range(6)):\n",
" g = sns.scatterplot(y=variable, x='year', hue='country', data=stat_data_agg, ax=ax)\n",
" g.set_title(variable)\n",
" \n",
" #g.set_yticklabels(label.get_text() + \"(\" + inv_code_imp_family[label.get_text()] + \")\" for label in g.get_yticklabels())\n",
" #if i % 2:\n",
" # g.set_yticklabels([])\n",
" if i < 4:\n",
" g.set_xlabel(\"\")\n",
" g.set_ylabel(\"\")\n",
"\n",
" head = stat_data_agg.sort_values(by=[variable], ascending=[False]).head(6)\n",
"\n",
" for row in head.iterrows():\n",
" ann(row, variable, ax)\n",
"\n",
" g.legend().remove() "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We might also want to visualize the trends per country, but the number of country makes such analysis difficult on a single graph because of the limit number of colors the human eye can distinguished. "
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x22585384ac8>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6, 10))\n",
"sns.lineplot(x=\"year\", y=\"religion\", hue=\"country\", data=stat_data_agg, ax=ax)\n",
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., ncol=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Thus, we can reduce the number of country we are interested in comparing, for example comparing countries if North America."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x225863a86d8>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6, 5))\n",
"ind=np.in1d(stat_data_agg[\"country\"], [\"Canada\", \"United States\", \"Mexico\"])\n",
"sns.lineplot(x=\"year\", y=\"religion\", hue=\"country\", data=stat_data_agg[ind], ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We might want to work with all the data rather than the aggregated data set so that Seaborn can trace for us not only the average value but also the interval of confidence so that we can have a better idea of whether these differences are meaningful. Keep in mind though, that in this simple case, these estimates are not valid since our data are distributed according to a normal law (i.e., discretized values taken within the set [1, 2, 3, 4]). Also, if we were serious about these comparisons, we would be better defining a priori hypotheses before testing, and correcting for running multiple tests. Furthermore, data points are not independent here since many points are taken for the same countries."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x22585449438>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6, 5))\n",
"ind=np.in1d(stat_data[\"country\"], [\"Canada\", \"United States\", \"Mexico\"])\n",
"sns.lineplot(x=\"year\", y=\"religion\", hue=\"country\", data=stat_data[ind], ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To go a bit deeper in such analyses, we can use statistical models relying on Ordinary Least Square regressions. "
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"import statsmodels.api as sm\n",
"import statsmodels.formula.api as smf"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"from patsy.contrasts import ContrastMatrix\n",
"\n",
"def _name_levels(prefix, levels):\n",
" return [\"[%s%s]\" % (prefix, level) for level in levels]\n",
"\n",
"class Simple(object):\n",
" def _simple_contrast(self, levels):\n",
" nlevels = len(levels)\n",
" contr = -1./nlevels * np.ones((nlevels, nlevels-1))\n",
" contr[1:][np.diag_indices(nlevels-1)] = (nlevels-1.)/nlevels\n",
" return contr\n",
"\n",
" def code_with_intercept(self, levels):\n",
" contrast = np.column_stack((np.ones(len(levels)),\n",
" self._simple_contrast(levels)))\n",
" return ContrastMatrix(contrast, _name_levels(\"Simp.\", levels))\n",
"\n",
" def code_without_intercept(self, levels):\n",
" contrast = self._simple_contrast(levels)\n",
" return ContrastMatrix(contrast, _name_levels(\"Simp.\", levels[:-1]))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" OLS Regression Results \n",
"==============================================================================\n",
"Dep. Variable: religion R-squared: 0.053\n",
"Model: OLS Adj. R-squared: 0.052\n",
"Method: Least Squares F-statistic: 203.8\n",
"Date: Fri, 14 Jun 2019 Prob (F-statistic): 3.84e-212\n",
"Time: 16:43:45 Log-Likelihood: -24724.\n",
"No. Observations: 18332 AIC: 4.946e+04\n",
"Df Residuals: 18326 BIC: 4.951e+04\n",
"Df Model: 5 \n",
"Covariance Type: nonrobust \n",
"=================================================================================================\n",
" coef std err t P>|t| [0.025 0.975]\n",
"-------------------------------------------------------------------------------------------------\n",
"Intercept -16.3418 9.769 -1.673 0.094 -35.491 2.807\n",
"country[T.Mexico] 49.3653 10.128 4.874 0.000 29.512 69.218\n",
"country[T.United States] -34.8444 10.417 -3.345 0.001 -55.262 -14.427\n",
"year 0.0092 0.005 1.893 0.058 -0.000 0.019\n",
"year:country[T.Mexico] -0.0249 0.005 -4.922 0.000 -0.035 -0.015\n",
"year:country[T.United States] 0.0172 0.005 3.312 0.001 0.007 0.027\n",
"==============================================================================\n",
"Omnibus: 1609.647 Durbin-Watson: 1.829\n",
"Prob(Omnibus): 0.000 Jarque-Bera (JB): 1959.898\n",
"Skew: 0.782 Prob(JB): 0.00\n",
"Kurtosis: 2.658 Cond. No. 5.75e+06\n",
"==============================================================================\n",
"\n",
"Warnings:\n",
"[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
"[2] The condition number is large, 5.75e+06. This might indicate that there are\n",
"strong multicollinearity or other numerical problems.\n"
]
}
],
"source": [
"mod = smf.ols(formula='religion ~ year*country', data=stat_data[ind])\n",
"res = mod.fit()\n",
"print(res.summary())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, this model is very approximative for the structure of our data. It could be improved in two obvious ways:\n",
"* it should use an ordered logit model to take into the account the type of variables (ordinal; categorical with and order) but such a features is not yet implemented in StatsModels ([1](https://github.com/statsmodels/statsmodels/issues/807), [2](https://github.com/statsmodels/statsmodels/pull/2600/files)).\n",
"* it should properly model the fact that this dataset is longitudinal\n",
"\n",
"A preliminary [Linear Mixed Effects Model](http://www.statsmodels.org/stable/mixed_linear.html) would look like this: "
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\User\\Miniconda3\\envs\\blog_happiness\\lib\\site-packages\\statsmodels\\base\\model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"C:\\Users\\User\\Miniconda3\\envs\\blog_happiness\\lib\\site-packages\\statsmodels\\base\\model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"C:\\Users\\User\\Miniconda3\\envs\\blog_happiness\\lib\\site-packages\\statsmodels\\base\\model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"C:\\Users\\User\\Miniconda3\\envs\\blog_happiness\\lib\\site-packages\\statsmodels\\base\\model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
" Mixed Linear Model Regression Results\n",
"=============================================================\n",
"Model: MixedLM Dependent Variable: religion \n",
"No. Observations: 18332 Method: REML \n",
"No. Groups: 3 Scale: 0.8692 \n",
"Min. group size: 4073 Likelihood: -24764.1774\n",
"Max. group size: 8076 Converged: No \n",
"Mean group size: 6110.7 \n",
"-------------------------------------------------------------\n",
" Coef. Std.Err. z P>|z| [0.025 0.975]\n",
"-------------------------------------------------------------\n",
"Intercept -11.224 16.299 -0.689 0.491 -43.170 20.723\n",
"year 0.006 0.674 0.010 0.992 -1.314 1.327\n",
"Group Var 760.372 429.054 \n",
"Group x year Cov -0.404 20.968 \n",
"year Var 1.372 \n",
"=============================================================\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\User\\Miniconda3\\envs\\blog_happiness\\lib\\site-packages\\statsmodels\\base\\model.py:508: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n",
" \"Check mle_retvals\", ConvergenceWarning)\n",
"C:\\Users\\User\\Miniconda3\\envs\\blog_happiness\\lib\\site-packages\\statsmodels\\regression\\mixed_linear_model.py:2026: ConvergenceWarning: Gradient optimization failed.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
"C:\\Users\\User\\Miniconda3\\envs\\blog_happiness\\lib\\site-packages\\statsmodels\\regression\\mixed_linear_model.py:2066: ConvergenceWarning: The Hessian matrix at the estimated parameter values is not positive definite.\n",
" warnings.warn(msg, ConvergenceWarning)\n",
"C:\\Users\\User\\Miniconda3\\envs\\blog_happiness\\lib\\site-packages\\statsmodels\\base\\model.py:1092: RuntimeWarning: invalid value encountered in sqrt\n",
" bse_ = np.sqrt(np.diag(self.cov_params()))\n"
]
}
],
"source": [
"ind2 = stat_data.loc[ind, \"religion\"].notnull()\n",
"md = smf.mixedlm('religion ~ year', stat_data[ind][ind2], groups=stat_data[ind][ind2][\"country\"], re_formula=\"~year\")\n",
"mdf = md.fit()\n",
"print(mdf.summary())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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