{
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"name": "python"
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{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"id": "BFAiaUj2ijaZ"
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"source": [
"usa_url = 'https://raw.githubusercontent.com/caroline710/big-data-final/main/data/distilbert-usa.csv?token=GHSAT0AAAAAACKS7T4CGFH23ZXDXQEL7ARMZLSJJCA'\n",
"usa_data = pd.read_csv(usa_url)\n",
"usa_data.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 365
},
"id": "pZyZce4kovTb",
"outputId": "f9950f99-dc77-420e-8a52-6cbdcf0c5cac"
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" Tweet ID Username \\\n",
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{
"cell_type": "code",
"source": [
"usa_data['Year'] = pd.DatetimeIndex(usa_data['Month_Year']).year\n",
"usa_data['Month'] = pd.DatetimeIndex(usa_data['Month_Year']).month_name()\n",
"usa_data.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 365
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"id": "ixV2yf89Clpj",
"outputId": "938318c7-a9ea-4aac-e66e-82e5bfc3dfa5"
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" Tweet ID Username \\\n",
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" Content \\\n",
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"1 What could possibly go wrong giving one party ... \n",
"2 @sameverlark_ @ToddDracula probs right; honest... \n",
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"4 2018-01-18 21:01:00+00:00 New York, NY New York LABEL_1 \n",
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" Confidence SentimentScore Logits \\\n",
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},
{
"cell_type": "code",
"source": [
"usa_year_groups = usa_data.groupby('Year')\n",
"usa_data_2018 = usa_year_groups.get_group(2018)\n",
"usa_data_2019 = usa_year_groups.get_group(2019)\n",
"usa_data_2020 = usa_year_groups.get_group(2020)\n",
"usa_data_2020.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 452
},
"id": "jXDTpPqkKeNq",
"outputId": "b71dfafb-755b-4315-c03b-380eb05160ec"
},
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{
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"data": {
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" Tweet ID Username \\\n",
"59475 1217959618174967815 dauriachrista \n",
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"59477 1217959496833695744 Micwritermcleod \n",
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"\n",
" Content \\\n",
"59475 @AnnaPerssonDR Climate Change is very, serious... \n",
"59476 Tom Steyer seems like a great guy, but his top... \n",
"59477 @SkyNews Climate change is normal. The hysteri... \n",
"59478 @CharlieDaniels Your neighbor, Al Gore, was an... \n",
"59479 We encourage read Rep. @StephenHandyUT in the ... \n",
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" Created At User Location \\\n",
"59475 2020-01-16 23:59:36+00:00 Henrietta, NY \n",
"59476 2020-01-16 23:59:16+00:00 Hilton Head Island, SC, USA \n",
"59477 2020-01-16 23:59:07+00:00 Maryland, USA \n",
"59478 2020-01-16 23:58:42+00:00 Nashville, TN \n",
"59479 2020-01-16 23:58:24+00:00 Utah \n",
"\n",
" Filtered Location Label Confidence SentimentScore \\\n",
"59475 New York LABEL_1 0.852147 1.751541 \n",
"59476 South Carolina LABEL_1 0.900721 2.205264 \n",
"59477 Maryland LABEL_0 0.892076 -2.112127 \n",
"59478 Tennessee LABEL_1 0.868285 1.885878 \n",
"59479 Utah LABEL_1 0.995574 5.415805 \n",
"\n",
" Logits Month_Year Year Month \n",
"59475 [-0.765012264251709, 0.9865289330482483] 01/2020 2020 January \n",
"59476 [-0.9609189629554749, 1.2443453073501587] 01/2020 2020 January \n",
"59477 [1.184826135635376, -0.927301287651062] 01/2020 2020 January \n",
"59478 [-0.8685668110847473, 1.0173112154006958] 01/2020 2020 January \n",
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{
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"source": [
"eu_url = 'https://raw.githubusercontent.com/caroline710/big-data-final/main/data/distilbert-eu.csv?token=GHSAT0AAAAAACKS7T4DDFKMSWZRVAAQHYLGZLSJJTA'\n",
"\n",
"eu_data = pd.read_csv(eu_url)\n",
"eu_data.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 536
},
"id": "OVCsxP8Kc__r",
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" Tweet ID Username \\\n",
"0 954865989736378368 annemariayritys \n",
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"3 954864150043381760 ferrari_carla \n",
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"1 \"Wilderness is not a luxury but a necessity of... \n",
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"1 2018-01-20 23:56:17+00:00 Tampere, Finland Finland LABEL_1 \n",
"2 2018-01-20 23:54:22+00:00 Munich, Bavaria Germany LABEL_1 \n",
"3 2018-01-20 23:52:08+00:00 Milano, Lombardia Italy LABEL_1 \n",
"4 2018-01-20 23:51:51+00:00 Waterford, Ireland Ireland LABEL_1 \n",
"\n",
" Confidence SentimentScore Logits \\\n",
"0 0.988564 4.459497 [-2.0657334327697754, 2.393764019012451] \n",
"1 0.936816 2.696430 [-1.1884112358093262, 1.5080188512802124] \n",
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" MaraVanElls | \n",
" Marchers chanting \"End Trump, not DACA\" and \"C... | \n",
" 2018-01-20 23:54:22+00:00 | \n",
" Munich, Bavaria | \n",
" Germany | \n",
" LABEL_1 | \n",
" 0.961353 | \n",
" 3.213872 | \n",
" [-1.4217735528945923, 1.7920981645584106] | \n",
" 01/2018 | \n",
"
\n",
" \n",
" | 3 | \n",
" 954864150043381760 | \n",
" ferrari_carla | \n",
" What kind of emoji do you need to talk about c... | \n",
" 2018-01-20 23:52:08+00:00 | \n",
" Milano, Lombardia | \n",
" Italy | \n",
" LABEL_1 | \n",
" 0.987714 | \n",
" 4.386932 | \n",
" [-2.0990960597991943, 2.2878363132476807] | \n",
" 01/2018 | \n",
"
\n",
" \n",
" | 4 | \n",
" 954864077863641088 | \n",
" The_New_View_ | \n",
" Hey everyone, here's part two of our interview... | \n",
" 2018-01-20 23:51:51+00:00 | \n",
" Waterford, Ireland | \n",
" Ireland | \n",
" LABEL_1 | \n",
" 0.991323 | \n",
" 4.738359 | \n",
" [-2.2495462894439697, 2.4888129234313965] | \n",
" 01/2018 | \n",
"
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" \n",
"
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},
"metadata": {},
"execution_count": 12
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]
},
{
"cell_type": "code",
"source": [
"eu_data['Year'] = pd.DatetimeIndex(eu_data['Month_Year']).year\n",
"eu_data['Month'] = pd.DatetimeIndex(eu_data['Month_Year']).month_name()\n",
"eu_data.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 608
},
"id": "oslpXFfedAPO",
"outputId": "8da749b3-b528-445e-fe6c-6acf1f862c13"
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"execution_count": 13,
"outputs": [
{
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"data": {
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" Tweet ID Username \\\n",
"0 954865989736378368 annemariayritys \n",
"1 954865193451966465 annemariayritys \n",
"2 954864712864350208 MaraVanElls \n",
"3 954864150043381760 ferrari_carla \n",
"4 954864077863641088 The_New_View_ \n",
"\n",
" Content \\\n",
"0 \"Trees are sanctuaries. Whoever knows how to l... \n",
"1 \"Wilderness is not a luxury but a necessity of... \n",
"2 Marchers chanting \"End Trump, not DACA\" and \"C... \n",
"3 What kind of emoji do you need to talk about c... \n",
"4 Hey everyone, here's part two of our interview... \n",
"\n",
" Created At User Location Filtered Location Label \\\n",
"0 2018-01-20 23:59:27+00:00 Tampere, Finland Finland LABEL_1 \n",
"1 2018-01-20 23:56:17+00:00 Tampere, Finland Finland LABEL_1 \n",
"2 2018-01-20 23:54:22+00:00 Munich, Bavaria Germany LABEL_1 \n",
"3 2018-01-20 23:52:08+00:00 Milano, Lombardia Italy LABEL_1 \n",
"4 2018-01-20 23:51:51+00:00 Waterford, Ireland Ireland LABEL_1 \n",
"\n",
" Confidence SentimentScore Logits \\\n",
"0 0.988564 4.459497 [-2.0657334327697754, 2.393764019012451] \n",
"1 0.936816 2.696430 [-1.1884112358093262, 1.5080188512802124] \n",
"2 0.961353 3.213872 [-1.4217735528945923, 1.7920981645584106] \n",
"3 0.987714 4.386932 [-2.0990960597991943, 2.2878363132476807] \n",
"4 0.991323 4.738359 [-2.2495462894439697, 2.4888129234313965] \n",
"\n",
" Month_Year Year Month \n",
"0 01/2018 2018 January \n",
"1 01/2018 2018 January \n",
"2 01/2018 2018 January \n",
"3 01/2018 2018 January \n",
"4 01/2018 2018 January "
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" 2018 | \n",
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" | 4 | \n",
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" Hey everyone, here's part two of our interview... | \n",
" 2018-01-20 23:51:51+00:00 | \n",
" Waterford, Ireland | \n",
" Ireland | \n",
" LABEL_1 | \n",
" 0.991323 | \n",
" 4.738359 | \n",
" [-2.2495462894439697, 2.4888129234313965] | \n",
" 01/2018 | \n",
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{
"cell_type": "code",
"source": [
"eu_year_groups = eu_data.groupby('Year')\n",
"eu_data_2018 = eu_year_groups.get_group(2018)\n",
"eu_data_2019 = eu_year_groups.get_group(2019)\n",
"eu_data_2020 = eu_year_groups.get_group(2020)\n",
"eu_data_2020.head()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 712
},
"id": "SolR8MOjdAR8",
"outputId": "212ead4b-37f2-4b8e-d5ca-d4e1d89e2d15"
},
"execution_count": 14,
"outputs": [
{
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"data": {
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" Tweet ID Username \\\n",
"6988 1217958674729259009 DarrenGale_1 \n",
"6989 1217958476762243072 meteomara \n",
"6990 1217957683627585538 HazelSmyth2019 \n",
"6991 1217956836638429191 LaylaFiliciotto \n",
"6992 1217956774998880258 Robclements5 \n",
"\n",
" Content \\\n",
"6988 Citing Climate Change, BlackRock Will Start Mo... \n",
"6989 #Climate #News: Small change for climate chang... \n",
"6990 A good overview on climate change. 🤓 BBC News ... \n",
"6991 Even some people now refuse to eat fish becaus... \n",
"6992 BBC News - What is climate change? A really si... \n",
"\n",
" Created At User Location \\\n",
"6988 2020-01-16 23:55:51+00:00 Cork, Ireland \n",
"6989 2020-01-16 23:55:04+00:00 Prenzlauer Berg, Berlin, DE \n",
"6990 2020-01-16 23:51:54+00:00 Ireland \n",
"6991 2020-01-16 23:48:33+00:00 Amsterdam, The Netherlands \n",
"6992 2020-01-16 23:48:18+00:00 West Tyrone, Northern Ireland \n",
"\n",
" Filtered Location Label Confidence SentimentScore \\\n",
"6988 Ireland LABEL_1 0.989206 4.517889 \n",
"6989 Germany LABEL_1 0.993174 4.980114 \n",
"6990 Ireland LABEL_1 0.989267 4.523595 \n",
"6991 Netherlands LABEL_1 0.987171 4.343097 \n",
"6992 Ireland LABEL_1 0.961700 3.223261 \n",
"\n",
" Logits Month_Year Year Month \n",
"6988 [-2.139023542404175, 2.3788652420043945] 01/2020 2020 January \n",
"6989 [-2.3725411891937256, 2.6075732707977295] 01/2020 2020 January \n",
"6990 [-2.116828441619873, 2.406766414642334] 01/2020 2020 January \n",
"6991 [-2.022237539291382, 2.320859432220459] 01/2020 2020 January \n",
"6992 [-1.4203864336013794, 1.8028749227523804] 01/2020 2020 January "
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" Ireland | \n",
" LABEL_1 | \n",
" 0.989206 | \n",
" 4.517889 | \n",
" [-2.139023542404175, 2.3788652420043945] | \n",
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" Prenzlauer Berg, Berlin, DE | \n",
" Germany | \n",
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" 0.993174 | \n",
" 4.980114 | \n",
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" | 6990 | \n",
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" 2020-01-16 23:51:54+00:00 | \n",
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" Ireland | \n",
" LABEL_1 | \n",
" 0.989267 | \n",
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" 2020 | \n",
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" LaylaFiliciotto | \n",
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" 2020-01-16 23:48:33+00:00 | \n",
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" Netherlands | \n",
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" 0.987171 | \n",
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" 2020-01-16 23:48:18+00:00 | \n",
" West Tyrone, Northern Ireland | \n",
" Ireland | \n",
" LABEL_1 | \n",
" 0.961700 | \n",
" 3.223261 | \n",
" [-1.4203864336013794, 1.8028749227523804] | \n",
" 01/2020 | \n",
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]
},
{
"cell_type": "code",
"source": [
"sns.set_theme(style='whitegrid')\n",
"# 2018 data\n",
"plt.figure(figsize=(12.5,6))\n",
"sns.lineplot(data=usa_data_2018, x='Month', y='SentimentScore', color='plum', marker='o', label='usa')\n",
"sns.lineplot(data=eu_data_2018, x='Month', y='SentimentScore', color='mediumseagreen', marker='o', label='eu')\n",
"plt.legend(loc='upper right', fontsize='large')\n",
"plt.title('2018', size=20)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 581
},
"id": "mSsftKOFpZ2V",
"outputId": "b39274b7-d904-4a2a-af53-a6b93fac5fed"
},
"execution_count": 25,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# 2019 data\n",
"plt.figure(figsize=(12.5,6))\n",
"sns.lineplot(data=usa_data_2019, x='Month', y='SentimentScore', color='plum', marker='o', label='usa')\n",
"sns.lineplot(data=eu_data_2019, x='Month', y='SentimentScore', color='mediumseagreen', marker='o', label='eu')\n",
"plt.legend(loc='upper right', fontsize='large')\n",
"plt.title('2019', size=20)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 581
},
"id": "sPuYwuowONxc",
"outputId": "e741a9c2-cd9a-4642-be5d-6b9a432ddddf"
},
"execution_count": 26,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# 2020 data\n",
"plt.figure(figsize=(12.5,6))\n",
"sns.lineplot(data=usa_data_2020, x='Month', y='SentimentScore', color='plum', marker='o', label='usa')\n",
"sns.lineplot(data=eu_data_2020, x='Month', y='SentimentScore', color='mediumseagreen', marker='o', label='eu')\n",
"plt.legend(loc='upper right', fontsize='large')\n",
"plt.title('2020', size=20)\n",
"plt.show()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 581
},
"id": "7C8TZMcCOOQu",
"outputId": "24785e0e-5b19-42b2-ad9c-100e51690a4e"
},
"execution_count": 29,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# usa hist plot\n",
"plt.figure(figsize=(12.5,6))\n",
"sns.histplot(data=usa_data, x='SentimentScore', color='plum')\n",
"plt.title('USA (2018-2020)')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 591
},
"id": "C2dtJMLqozWY",
"outputId": "11831e2d-add5-402e-ee04-743c478d443a"
},
"execution_count": 65,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 1.0, 'USA (2018-2020)')"
]
},
"metadata": {},
"execution_count": 65
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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AAADmI6AAAAAAAACmI6AAAAAAAACmI6AAAAAAAACmI6AAAAAAAACmI6AAAAAAAACmI6AAAAAAAACmI6BAte3evVvh4eGKjo42uxWgSmVlZVqxYoXuvPNOxcTEqEePHkpKStJXX31ldmuAnYMHD2rUqFGKiopSXFyc5s+fr+LiYrPbAqq0YcMG3XvvvUpISFBUVJSGDBmiNWvWyDAMs1sDqi0/P18JCQkKCwvTd999Z3Y7gEPWrVunm2++WREREYqJidE999yjoqIis9uqNk+zG4BrMQxDjz/+uFq3bq2CggKz2wGqVFRUpOXLl2vo0KEaM2aM3N3dtXr1ao0cOVIpKSmKjY01u0VAkpSTk6O7775bQUFBWrRokY4ePap58+apqKhIM2fONLs9oFIvvviiOnTooGnTpqlVq1bavn27Hn30UWVnZ+uBBx4wuz2gWp577jmVlZWZ3QbgsKVLl2rFihUaP368oqKi9Pvvvys9Pd0lz2MCClTL2rVr9fvvv+vWW2/VK6+8YnY7QJV8fHz00Ucfyd/f33osLi5OgwcP1ksvvURAAafx+uuvKz8/X4sXL1bLli0lnV0BNHv2bI0bN07t2rUzt0GgEkuXLlXr1q2tj2NjY3Xq1CmtWrVK9913n9zdWbQL13Dw4EH9+9//1tSpU/XYY4+Z3Q5QpYyMDC1evFjPPfecrrvuOuvxAQMGmNhVzfF/CzgsNzdXTz31lB5++GF5eXmZ3Q7gEA8PD5twovxYWFiYjh07ZlJXgL2tW7cqNjbWGk5I0sCBA2WxWLRt2zbzGgMccG44US48PFynT59mxSVcyhNPPKERI0YoODjY7FYAh7z11lsKDAy0CSdcGQEFHLZgwQJdddVV6t27t9mtABektLRUO3fuVEhIiNmtAFYZGRl256Sfn5/atm2rjIwMk7oCau7rr79Wu3bt1Lx5c7NbARyyceNG7du3T/fff7/ZrQAO27lzp0JDQ/Xcc88pNjZWXbp00YgRI7Rz506zW6sRLvGAQ/bs2aM1a9Zo3bp1ZrcCXLCVK1fq6NGj+stf/mJ2K4BVbm6u/Pz87I77+/srJyfHhI6Amvvqq6+UmpqqqVOnmt0K4JDCwkLNmzdPkydPJlSDSzl+/Lh2796tffv26bHHHpOvr6+WLVum0aNHa9OmTWrTpo3ZLVYLAUUjlZeX59Dy9o4dO8rLy0uzZ8/WHXfcoU6dOtVDd0DlqnP+ent72xzbtm2bFi1apPvuu09dunSpqxYBoNHKzs7W5MmTFRMTo5EjR5rdDuCQpUuXqk2bNrr11lvNbgWoFsMwVFBQoGeffVZXXHGFJKlr167q06ePXn31VT344IMmd1g9BBSN1MaNGzVjxowq61JTU/Xjjz8qIyNDTz31lHJzcyVJZ86ckXT2N35NmjRRkyZN6rRf4FzVOX/PDdW+//57TZgwQYMHD2ZXeTgdPz8/5eXl2R3Pycmx20cFcFa5ubkaM2aMWrZsqUWLFrE5JlzCzz//rBdeeEFLliyxfh8u3zuloKBA+fn5atasmZktAufl5+enli1bWsMJSWrZsqWuvPJKHThwwMTOaoaAopEaPny4hg8f7lBtamqqcnJy1KdPH7vnrrnmGo0ZM0Z//etfa7tF4Lyqc/6WO3TokMaMGaPo6Gg98cQTddQZUHMhISF2e03k5eXp+PHj7JcCl1BUVKRx48YpLy9Pb7zxhlq0aGF2S4BDfvrpJ5WUlGjs2LF2z40cOVJdu3bV6tWrTegMqFrnzp11+PDhCp8r/6WyKyGgQJWGDh2qHj162Bxbt26dUlNTtWLFCrVv396kzgDHHDt2TKNHj9Yll1yihQsXchcaOKWEhAQtW7bMZi+KjRs3yt3dXXFxcSZ3B1SutLRUkyZNUkZGhl577TVuiwuXEh4erpdfftnm2J49ezR37lzNnj1bERERJnUGVK1379566623tGfPHoWHh0uSfv/9d33//fcuud8aAQWqFBgYqMDAQJtjX3zxhTw8PBQTE2NSV4BjioqKNGbMGP3+++965JFHtH//futz3t7euvLKK03sDvifESNG6JVXXtH999+vcePG6ejRo5o/f75GjBjBhz04vdmzZ2vLli2aNm2aTp8+rW+//db63JVXXmm3HxDgTPz8/M77M+1VV12lq666qp47Ahx3ww03KCIiQhMnTtTkyZPVpEkTLV++XN7e3rrjjjvMbq/aCCgANGi//fabfvzxR0nSvffea/Nchw4dtHnzZjPaAuz4+/vrpZde0uOPP677779fzZo107BhwzR58mSzWwOqtG3bNknSvHnz7J5LS0uz+0UHAKB2uLu7a/ny5Zo7d65mzpypkpISde/eXa+99pratm1rdnvV5mYYhmF2EwAAAAAAoHFja2UAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAAAAAGA6AgoAAFBvpk2bpj59+pjdBgAAcEKeZjcAAADqzt69e7VkyRJ99913+u2339SyZUt17txZffr0UVJSUp2859GjR7V69WrdcMMNCg8Pr5P3qEuFhYVauXKlevTooZiYGLvnv/rqKy1btkx79+7VqVOn1KZNG11xxRUaNGiQ/vSnP5nQMQAADYObYRiG2U0AAIDa980332jkyJFq3769br75ZrVt21a//vqrdu7cqcOHD+vDDz+sk/f97rvvNGzYMM2dO1e33HKLzXMlJSUyDEPe3t518t614eTJk4qNjdUDDzygCRMm2Dy3YcMGTZ48WeHh4UpMTJS/v79++uknffnll/L09NQrr7xiUtcAALg+VlAAANBALVu2TC1atNCaNWvk5+dn89yJEydM6cnLy8uU960tixcvVufOnfXGG2/YhSz1+TU1DENnzpyRj49Pvb0nAAB1jT0oAABooA4fPqzOnTvbhROS1KZNG5vH77zzjm655RZFRkaqR48emjx5sn799VebmqSkJA0ePFgHDhxQUlKSunbtql69emnFihXWms8//1zDhg2TJD388MMKCwtTWFiY3nrrLUn2e1D89NNPCgsLU0pKil577TX17dtXXbt21ejRo/Xrr7/KMAwtWbJECQkJioyM1L333qtTp07ZzeeTTz7RHXfcoaioKEVHR2vs2LHav3+/Tc20adMUHR2to0eP6r777lN0dLR69uypf/7znyorK7P2ExsbK+lsGFHe/6JFi6xf04iIiApXgPzxa2qxWPTSSy/pT3/6kyIiItSzZ08lJyfru+++s9aUlpZqyZIluuGGG9SlSxf16dNHTz/9tIqLi23G6tOnj8aNG6f//ve/1n+n119/XZKUm5urf/zjH7ruuuvUpUsX9evXT8uXL5fFYrHrEQAAZ8YKCgAAGqgOHTpox44d2rdvn0JDQ89bt3TpUj377LMaOHCghg0bppMnT+rVV1/VnXfeqbffftsm4MjJydE999yjfv36aeDAgfrggw/05JNPKjQ0VNddd506deqkiRMnauHChbrtttt09dVXS5K6detWaa/r169XSUmJkpKSdOrUKa1cuVKTJk1Sz5499fnnn2vMmDE6dOiQXn31Vf3zn//U3Llzra99++23NW3aNMXHx+uvf/2rCgsL9Z///Ed33HGH1q1bp8DAQGttWVmZkpOTFRkZqYceekjp6el64YUX1LFjR91xxx1q3bq1Zs2apVmzZqlfv37q16+fJCksLEyS1L59e6Wnpys7O1sBAQGVzumRRx7RW2+9pYSEBA0bNkxlZWX66quvtHPnTkVEREiSZsyYoXXr1mnAgAEaNWqUdu3apeeff14HDx7UkiVLbMbLzMzUlClTdNttt+nPf/6zgoODVVhYqLvuuktHjx7ViBEjdMkll2jHjh16+umndfz4cT3yyCOV9ggAgFMxAABAg/Tpp58a4eHhRnh4uHHbbbcZ8+fPN/773/8axcXF1pqffvrJCA8PN5YuXWrz2r179xpXXnmlzfG77rrLCA0NNdatW2c9dubMGSMuLs6YMGGC9diuXbuM0NBQY+3atXY9TZ061ejdu7f18ZEjR4zQ0FCjZ8+eRm5urvX4U089ZYSGhho33XSTUVJSYj3+f//3f8ZVV11lnDlzxjAMwzh9+rTRvXt3Y8aMGTbvc/z4cePqq6+2OT516lQjNDTUWLx4sU3tzTffbAwdOtT6+MSJE0ZoaKixcOFCu/7ffPNNIzQ01LjqqquMpKQkY8GCBcaXX35plJWV2dSlp6cboaGhxuOPP243hsViMQzDMPbs2WOEhoYajzzyiM3z8+bNM0JDQ4309HTrsd69exuhoaHG1q1bbWqXLFliREVFGZmZmTbHn3zySSM8PNz45Zdf7N4fAABnxSUeAAA0UHFxcXr99dfVp08f/fjjj1q5cqWSk5OVkJCgtLQ0SdKHH34oi8WigQMH6uTJk9Y/F110kS677DJ9/vnnNmM2bdpUQ4YMsT729vZWRESEjhw5ckG93njjjWrRooX1cWRkpCTppptukqenp83xkpISHT16VJK0fft25ebmatCgQTb9u7u7q2vXrnb9S9Ltt99u8/jqq6/WTz/95FCfw4YN08qVKxUTE6NvvvlGzz33nO688071799f33zzjbVu06ZNcnNz0wMPPGA3hpubm6Szl6VI0qhRo2yeHz16tM3z5QIDA9WrVy+bYxs3btTVV18tPz8/m/lfe+21Kisr05dffunQvAAAcAZc4gEAQAMWGRmpxYsXq7i4WD/++KM++ugjvfjii3rwwQf19ttvKysrS4ZhqH///hW+/txwQJICAgKsH7DL+fv7a+/evRfU5yWXXGLzuDysON/xnJwcdezYUVlZWZKku+++u8JxmzdvbvO4SZMmat26tc0xf39/5eTkONxrr1691KtXLxUWFur7779XamqqXn/9dY0fP14bNmxQmzZtdPjwYV188cVq2bLlecf5+eef5e7urksvvdTmeNu2beXn56eff/7Z5vi5l6qUO3TokPbu3WvdN+OPTp486fC8AAAwGwEFAACNgLe3tyIjIxUZGamgoCA9/PDD2rhxoywWi9zc3LRixQp5eHjYva5p06Y2jyuqqQ3nG9fdveLFnsb/v0t6+d/z589X27Ztqxy3Nvv39fVV9+7d1b17d7Vq1UqLFy/W1q1bNXTo0GqN88fA53wqumOHxWJRXFyc7rnnngpfExQUVK1eAAAwEwEFAACNTJcuXSRJx44d06WXXirDMBQYGKjg4OBaGd/RD9y1oWPHjpLO3kHj2muvrZUxa9J/+df0+PHjkqRLL71Un376qU6dOnXeVRQdOnSQxWLRoUOH1KlTJ+vx3377Tbm5uerQoUOV73vppZeqoKCg1uYOAICZ2IMCAIAG6rPPPrOuMDhX+d4GISEh6t+/vzw8PLR48WK7WsMw9Pvvv1f7fX19fSWdvf1lXevVq5eaN2+u559/XiUlJXbP1+QSh8r6T09Pr/A15V/T8pCnf//+MgxDixcvtqst/zpfd911kqSXXnrJ5vlVq1bZPF+ZgQMHaseOHfrvf/9r91xubq5KS0urHAMAAGfBCgoAABqoJ554QoWFherXr59CQkJUUlKib775Rhs2bFCHDh10yy23yM/PT5MmTdJTTz2ln3/+WTfccIOaNWumn376SR999JH+/Oc/Kzk5uVrve+mll8rPz0+vv/66mjVrpqZNmyoyMtK62qE2NW/eXLNmzdJDDz2kW265RYmJiWrdurV++eUXffLJJ+rWrZtmzpxZrTF9fHzUuXNnbdiwQUFBQWrZsqUuv/xyhYaG6r777lNgYKB69+6tjh07qrCwUNu3b9eWLVsUERGh3r17S5J69uypIUOG6JVXXtGhQ4fUq1cvWSwWff3114qJidFdd92lK664QkOHDtUbb7yh3NxcXXPNNfruu++0bt063XDDDerZs2eVvSYnJ2vz5s0aP368hg4dqquuukqFhYXat2+fPvjgA6WlpdntuQEAgLMioAAAoIF66KGHtHHjRn3yySd64403VFJSovbt2+uOO+7QvffeKz8/P0nS2LFjFRQUpBdffFFLliyRdHYzzLi4OPXp06fa7+vl5aV58+bp6aef1qxZs1RaWqq5c+fWSUAhSX/605908cUXa/ny5UpJSVFxcbHatWun7t2765ZbbqnRmE888YQef/xxzZ07VyUlJXrggQcUGhqqJ554QmlpadqwYYOOHTsmwzDUsWNHjR8/XmPGjLHZVHTu3LkKCwvTmjVrNH/+fLVo0UJdunRRdHS0zfsEBgZq3bp1+uijj3TRRRdp3LhxFd79oyK+vr565ZVX9Pzzz2vjxo16++231bx5cwUFBWnChAk2d0YBAMDZuRkVrf0EAAAAAACoR+xBAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATEdAAQAAAAAATPf/AE+Seqf0pHZuAAAAAElFTkSuQmCC\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"# eu hist plot\n",
"plt.figure(figsize=(12.5,6))\n",
"sns.histplot(data=eu_data, x='SentimentScore', color='mediumseagreen')\n",
"plt.title('EU (2018-2020)')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 591
},
"id": "nEkpNr5lps5T",
"outputId": "37e20141-895b-4c21-fa10-ead2d676f447"
},
"execution_count": 66,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"Text(0.5, 1.0, 'EU (2018-2020)')"
]
},
"metadata": {},
"execution_count": 66
},
{
"output_type": "display_data",
"data": {
"text/plain": [
""
],
"image/png": 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\n"
},
"metadata": {}
}
]
}
]
}