diff --git a/your-code/main.ipynb b/your-code/main.ipynb index bad6d94..e22767e 100644 --- a/your-code/main.ipynb +++ b/your-code/main.ipynb @@ -9,10 +9,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import pandas as pd" + ] }, { "cell_type": "markdown", @@ -23,10 +25,317 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "
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userIdReputationCreationDateDisplayNameLastAccessDateWebsiteUrlLocationAboutMeViewsUpVotesDownVotesAccountIdAgeProfileImageUrl
0-112010-07-19 06:55:26Community2010-07-19 06:55:26http://meta.stackexchange.com/on the server farm<p>Hi, I'm not really a person.</p>\\r\\n\\r\\n<p>...050071920-1NaNNaN
121012010-07-19 14:01:36Geoff Dalgas2013-11-12 22:07:23http://stackoverflow.comCorvallis, OR<p>Developer on the StackOverflow team. Find ...2530237.0NaN
231012010-07-19 15:34:50Jarrod Dixon2014-08-08 06:42:58http://stackoverflow.comNew York, NY<p><a href=\"http://blog.stackoverflow.com/2009...22190335.0NaN
341012010-07-19 19:03:27Emmett2014-01-02 09:31:02http://minesweeperonline.comSan Francisco, CA<p>currently at a startup in SF</p>\\r\\n\\r\\n<p>...1100199828.0http://i.stack.imgur.com/d1oHX.jpg
4567922010-07-19 19:03:57Shane2014-08-13 00:23:47http://www.statalgo.comNew York, NY<p>Quantitative researcher focusing on statist...114566255450335.0NaN
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403205574312014-09-13 21:03:50AussieMeg2014-09-13 21:18:52NaNNaNNaN0005026902NaNhttp://graph.facebook.com/665821703/picture?ty...
403215574462014-09-13 21:39:30Mia Maria2014-09-13 21:39:30NaNNaNNaN1005026998NaNNaN
40322557451012014-09-13 23:45:27tronbabylove2014-09-13 23:45:27NaNUnited StatesNaN000481766NaNhttps://www.gravatar.com/avatar/faa7a3fdbd8308...
40323557461062014-09-14 00:29:41GPP2014-09-14 02:05:17NaNNaN<p>Stats noobie, product, marketing &amp; medi...100976289NaNhttps://www.gravatar.com/avatar/6d9e9fa6b783a3...
403245574712014-09-14 01:01:44Shivam Agrawal2014-09-14 01:19:04NaNIndia<p>Maths Enthusiast </p>\\r\\n0005027354NaNhttps://lh4.googleusercontent.com/-ZsXhwVaFmiY...
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Developer on the StackOverflow team. Find ... \n", + "2 New York, NY

currently at a startup in SF

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IdPostTypeIdAcceptedAnswerIdCreaionDateScoreViewCountBodyOwnerUserIdLasActivityDateTitle...AnswerCountCommentCountFavoriteCountLastEditorUserIdLastEditDateCommunityOwnedDateParentIdClosedDateOwnerDisplayNameLastEditorDisplayName
01115.02010-07-19 19:12:12231278.0<p>How should I elicit prior distributions fro...8.02010-09-15 21:08:26Eliciting priors from experts...5.0114.0NaNNaNNaNNaNNaNNaNNaN
12159.02010-07-19 19:12:57228198.0<p>In many different statistical methods there...24.02012-11-12 09:21:54What is normality?...7.018.088.02010-08-07 17:56:44NaNNaNNaNNaNNaN
2315.02010-07-19 19:13:28543613.0<p>What are some valuable Statistical Analysis...18.02013-05-27 14:48:36What are some valuable Statistical Analysis op......19.0436.0183.02011-02-12 05:50:032010-07-19 19:13:28NaNNaNNaNNaN
341135.02010-07-19 19:13:31135224.0<p>I have two groups of data. Each with a dif...23.02010-09-08 03:00:19Assessing the significance of differences in d......5.022.0NaNNaNNaNNaNNaNNaNNaN
452NaN2010-07-19 19:14:4381NaN<p>The R-project</p>\\n\\n<p><a href=\"http://www...23.02010-07-19 19:21:15NaN...NaN3NaN23.02010-07-19 19:21:152010-07-19 19:14:433.0NaNNaNNaN
..................................................................
39995483212NaN2013-01-23 09:00:010NaN<p>you can use the matlab codes for svm and co...19966.02013-01-23 09:00:01NaN...NaN0NaNNaNNaNNaN45118.0NaNNaNNaN
39996483222NaN2013-01-23 09:09:343NaN<p>I use <a href=\"http://www.gnu.org/software/...892.02013-01-23 13:13:30NaN...NaN2NaN892.02013-01-23 13:13:30NaN48311.0NaNNaNNaN
39997483232NaN2013-01-23 09:16:441NaN<p>If I understand your question correctly, yo...2020.02013-01-23 09:16:44NaN...NaN0NaNNaNNaNNaN48247.0NaNNaNNaN
39998483242NaN2013-01-23 09:36:073NaN<p>Doesn't really help you with your question,...19914.02013-01-23 09:36:07NaN...NaN0NaNNaNNaNNaN48297.0NaNNaNNaN
39999483251NaN2013-01-23 09:44:07-1116.0<p>I have 10 vectors each having 100,000 point...19968.02013-02-22 11:23:54are data sets obtained from a Normal distribut......2.04NaNNaNNaNNaNNaNNaNNaNNaN
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The R-project

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you can use the matlab codes for svm and co... \n", + "39996 NaN

I use If I understand your question correctly, yo... \n", + "39998 NaN

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I have 10 vectors each having 100,000 point... \n", + "\n", + " OwnerUserId LasActivityDate \\\n", + "0 8.0 2010-09-15 21:08:26 \n", + "1 24.0 2012-11-12 09:21:54 \n", + "2 18.0 2013-05-27 14:48:36 \n", + "3 23.0 2010-09-08 03:00:19 \n", + "4 23.0 2010-07-19 19:21:15 \n", + "... ... ... \n", + "39995 19966.0 2013-01-23 09:00:01 \n", + "39996 892.0 2013-01-23 13:13:30 \n", + "39997 2020.0 2013-01-23 09:16:44 \n", + "39998 19914.0 2013-01-23 09:36:07 \n", + "39999 19968.0 2013-02-22 11:23:54 \n", + "\n", + " Title ... AnswerCount \\\n", + "0 Eliciting priors from experts ... 5.0 \n", + "1 What is normality? ... 7.0 \n", + "2 What are some valuable Statistical Analysis op... ... 19.0 \n", + "3 Assessing the significance of differences in d... ... 5.0 \n", + "4 NaN ... NaN \n", + "... ... ... ... \n", + "39995 NaN ... NaN \n", + "39996 NaN ... NaN \n", + "39997 NaN ... NaN \n", + "39998 NaN ... NaN \n", + "39999 are data sets obtained from a Normal distribut... ... 2.0 \n", + "\n", + " CommentCount FavoriteCount LastEditorUserId LastEditDate \\\n", + "0 1 14.0 NaN NaN \n", + "1 1 8.0 88.0 2010-08-07 17:56:44 \n", + "2 4 36.0 183.0 2011-02-12 05:50:03 \n", + "3 2 2.0 NaN NaN \n", + "4 3 NaN 23.0 2010-07-19 19:21:15 \n", + "... ... ... ... ... \n", + "39995 0 NaN NaN NaN \n", + "39996 2 NaN 892.0 2013-01-23 13:13:30 \n", + "39997 0 NaN NaN NaN \n", + "39998 0 NaN NaN NaN \n", + "39999 4 NaN NaN NaN \n", + "\n", + " CommunityOwnedDate ParentId ClosedDate OwnerDisplayName \\\n", + "0 NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "2 2010-07-19 19:13:28 NaN NaN NaN \n", + "3 NaN NaN NaN NaN \n", + "4 2010-07-19 19:14:43 3.0 NaN NaN \n", + "... ... ... ... ... \n", + "39995 NaN 45118.0 NaN NaN \n", + "39996 NaN 48311.0 NaN NaN \n", + "39997 NaN 48247.0 NaN NaN \n", + "39998 NaN 48297.0 NaN NaN \n", + "39999 NaN NaN NaN NaN \n", + "\n", + " LastEditorDisplayName \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "... ... \n", + "39995 NaN \n", + "39996 NaN \n", + "39997 NaN \n", + "39998 NaN \n", + "39999 NaN \n", + "\n", + "[40000 rows x 21 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "posts = pd.read_csv(\"posts_table.csv\")\n", + "posts" + ] }, { "cell_type": "markdown", @@ -65,10 +1098,414 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "

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postIdPostTypeIdAcceptedAnswerIdCreaionDateScoreViewCountBodyuserIdLasActivityDateTitle...AnswerCountCommentCountFavoriteCountLastEditorUserIdLastEditDateCommunityOwnedDateParentIdClosedDateOwnerDisplayNameLastEditorDisplayName
01115.02010-07-19 19:12:12231278.0<p>How should I elicit prior distributions fro...8.02010-09-15 21:08:26Eliciting priors from experts...5.0114.0NaNNaNNaNNaNNaNNaNNaN
12159.02010-07-19 19:12:57228198.0<p>In many different statistical methods there...24.02012-11-12 09:21:54What is normality?...7.018.088.02010-08-07 17:56:44NaNNaNNaNNaNNaN
2315.02010-07-19 19:13:28543613.0<p>What are some valuable Statistical Analysis...18.02013-05-27 14:48:36What are some valuable Statistical Analysis op......19.0436.0183.02011-02-12 05:50:032010-07-19 19:13:28NaNNaNNaNNaN
341135.02010-07-19 19:13:31135224.0<p>I have two groups of data. Each with a dif...23.02010-09-08 03:00:19Assessing the significance of differences in d......5.022.0NaNNaNNaNNaNNaNNaNNaN
452NaN2010-07-19 19:14:4381NaN<p>The R-project</p>\\n\\n<p><a href=\"http://www...23.02010-07-19 19:21:15NaN...NaN3NaN23.02010-07-19 19:21:152010-07-19 19:14:433.0NaNNaNNaN
..................................................................
39995483212NaN2013-01-23 09:00:010NaN<p>you can use the matlab codes for svm and co...19966.02013-01-23 09:00:01NaN...NaN0NaNNaNNaNNaN45118.0NaNNaNNaN
39996483222NaN2013-01-23 09:09:343NaN<p>I use <a href=\"http://www.gnu.org/software/...892.02013-01-23 13:13:30NaN...NaN2NaN892.02013-01-23 13:13:30NaN48311.0NaNNaNNaN
39997483232NaN2013-01-23 09:16:441NaN<p>If I understand your question correctly, yo...2020.02013-01-23 09:16:44NaN...NaN0NaNNaNNaNNaN48247.0NaNNaNNaN
39998483242NaN2013-01-23 09:36:073NaN<p>Doesn't really help you with your question,...19914.02013-01-23 09:36:07NaN...NaN0NaNNaNNaNNaN48297.0NaNNaNNaN
39999483251NaN2013-01-23 09:44:07-1116.0<p>I have 10 vectors each having 100,000 point...19968.02013-02-22 11:23:54are data sets obtained from a Normal distribut......2.04NaNNaNNaNNaNNaNNaNNaNNaN
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In many different statistical methods there... 24.0 \n", + "2 3613.0

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I have two groups of data. Each with a dif... 23.0 \n", + "4 NaN

The R-project

\\n\\n

you can use the matlab codes for svm and co... 19966.0 \n", + "39996 NaN

I use If I understand your question correctly, yo... 2020.0 \n", + "39998 NaN

Doesn't really help you with your question,... 19914.0 \n", + "39999 116.0

I have 10 vectors each having 100,000 point... 19968.0 \n", + "\n", + " LasActivityDate Title \\\n", + "0 2010-09-15 21:08:26 Eliciting priors from experts \n", + "1 2012-11-12 09:21:54 What is normality? \n", + "2 2013-05-27 14:48:36 What are some valuable Statistical Analysis op... \n", + "3 2010-09-08 03:00:19 Assessing the significance of differences in d... \n", + "4 2010-07-19 19:21:15 NaN \n", + "... ... ... \n", + "39995 2013-01-23 09:00:01 NaN \n", + "39996 2013-01-23 13:13:30 NaN \n", + "39997 2013-01-23 09:16:44 NaN \n", + "39998 2013-01-23 09:36:07 NaN \n", + "39999 2013-02-22 11:23:54 are data sets obtained from a Normal distribut... \n", + "\n", + " ... AnswerCount CommentCount FavoriteCount LastEditorUserId \\\n", + "0 ... 5.0 1 14.0 NaN \n", + "1 ... 7.0 1 8.0 88.0 \n", + "2 ... 19.0 4 36.0 183.0 \n", + "3 ... 5.0 2 2.0 NaN \n", + "4 ... NaN 3 NaN 23.0 \n", + "... ... ... ... ... ... \n", + "39995 ... NaN 0 NaN NaN \n", + "39996 ... NaN 2 NaN 892.0 \n", + "39997 ... NaN 0 NaN NaN \n", + "39998 ... NaN 0 NaN NaN \n", + "39999 ... 2.0 4 NaN NaN \n", + "\n", + " LastEditDate CommunityOwnedDate ParentId ClosedDate \\\n", + "0 NaN NaN NaN NaN \n", + "1 2010-08-07 17:56:44 NaN NaN NaN \n", + "2 2011-02-12 05:50:03 2010-07-19 19:13:28 NaN NaN \n", + "3 NaN NaN NaN NaN \n", + "4 2010-07-19 19:21:15 2010-07-19 19:14:43 3.0 NaN \n", + "... ... ... ... ... \n", + "39995 NaN NaN 45118.0 NaN \n", + "39996 2013-01-23 13:13:30 NaN 48311.0 NaN \n", + "39997 NaN NaN 48247.0 NaN \n", + "39998 NaN NaN 48297.0 NaN \n", + "39999 NaN NaN NaN NaN \n", + "\n", + " OwnerDisplayName LastEditorDisplayName \n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "... ... ... \n", + "39995 NaN NaN \n", + "39996 NaN NaN \n", + "39997 NaN NaN \n", + "39998 NaN NaN \n", + "39999 NaN NaN \n", + "\n", + "[40000 rows x 21 columns]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "posts.rename(columns={\"Id\":\"postId\", \"OwnerUserId\":\"userId\"}, inplace=True)\n", + "posts" + ] }, { "cell_type": "markdown", @@ -81,10 +1518,311 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/html": [ + "

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" + ], + "text/plain": [ + " userId Reputation Views UpVotes DownVotes postId Score \\\n", + "0 -1 1 0 5007 1920 2175 0 \n", + "1 -1 1 0 5007 1920 8576 0 \n", + "2 -1 1 0 5007 1920 8578 0 \n", + "3 -1 1 0 5007 1920 8981 0 \n", + "4 -1 1 0 5007 1920 8982 0 \n", + "... ... ... ... ... ... ... ... \n", + "38957 45934 11 1 0 0 34003 1 \n", + "38958 46192 36 1 0 0 40667 5 \n", + "38959 46522 235 13 27 1 17461 3 \n", + "38960 52371 221 2 0 0 27237 24 \n", + "38961 55226 119 2 3 0 16176 1 \n", + "\n", + " ViewCount CommentCount \n", + "0 NaN 0 \n", + "1 NaN 0 \n", + "2 NaN 0 \n", + "3 NaN 0 \n", + "4 NaN 0 \n", + "... ... ... \n", + "38957 115.0 2 \n", + "38958 326.0 2 \n", + "38959 166.0 0 \n", + "38960 3357.0 5 \n", + "38961 NaN 0 \n", + "\n", + "[38962 rows x 9 columns]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "users_posts = pd.merge(users, posts, on=\"userId\")\n", + "users_posts" + ] }, { "cell_type": "markdown", @@ -110,10 +2056,34 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "userId 0\n", + "Reputation 0\n", + "Views 0\n", + "UpVotes 0\n", + "DownVotes 0\n", + "postId 0\n", + "Score 0\n", + "ViewCount 23572\n", + "CommentCount 0\n", + "dtype: int64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "users_posts.isna().sum()\n", + "\n", + "# 23572 missing values on the column ViewCount" + ] }, { "cell_type": "markdown", @@ -125,10 +2095,29 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "userId Reputation Views UpVotes DownVotes postId Score ViewCount CommentCount\n", + "False False False False False False False False False 38962\n", + "dtype: int64" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# looking at the column ViewCount, it makes sense that when there were no views, the entry was kept empty during filling\n", + "# I will now fill the empty values with 0\n", + "\n", + "users_posts[\"ViewCount\"].fillna(0, inplace=True)\n", + "users_posts.isna().value_counts()" + ] }, { "cell_type": "markdown", @@ -137,6 +2126,76 @@ "#### 10. Adjust the data types in order to avoid future issues. Which ones should be changed? " ] }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "userId int64\n", + "Reputation int64\n", + "Views int64\n", + "UpVotes int64\n", + "DownVotes int64\n", + "postId int64\n", + "Score int64\n", + "ViewCount float64\n", + "CommentCount int64\n", + "dtype: object" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "users_posts.dtypes\n", + "\n", + "# ViewCount is set as float but is actually an integer" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "userId int64\n", + "Reputation int64\n", + "Views int64\n", + "UpVotes int64\n", + "DownVotes int64\n", + "postId int64\n", + "Score int64\n", + "ViewCount int64\n", + "CommentCount int64\n", + "dtype: object" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "users_posts[\"ViewCount\"] = users_posts[\"ViewCount\"].astype(\"int64\")\n", + "users_posts.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "users_posts.to_csv(\"users_posts.csv\")" + ] + }, { "cell_type": "code", "execution_count": null, @@ -147,7 +2206,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -161,7 +2220,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.10.10" } }, "nbformat": 4, diff --git a/your-code/users_posts.csv b/your-code/users_posts.csv new file mode 100644 index 0000000..706c14f --- /dev/null +++ b/your-code/users_posts.csv @@ -0,0 +1,38963 @@ +,userId,Reputation,Views,UpVotes,DownVotes,postId,Score,ViewCount,CommentCount +0,-1,1,0,5007,1920,2175,0,0,0 +1,-1,1,0,5007,1920,8576,0,0,0 +2,-1,1,0,5007,1920,8578,0,0,0 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0MX1700420101tmaxNaNNaNNaNNaNNaNNaNNaNNaN27.8
1MX1700420101tminNaNNaNNaNNaNNaNNaNNaNNaN14.5
2MX1700420102tmax27.324.1NaNNaN29.7NaN29.9NaNNaN
3MX1700420102tmin14.414.4NaNNaN13.4NaN10.7NaNNaN
4MX1700420103tmaxNaNNaN32.134.5NaN31.1NaNNaNNaN
5MX1700420103tminNaNNaN14.216.8NaN17.6NaNNaNNaN
6MX1700420104tmaxNaNNaNNaNNaNNaNNaNNaN36.3NaN
7MX1700420104tminNaNNaNNaNNaNNaNNaNNaN16.7NaN
8MX1700420105tmaxNaNNaNNaNNaNNaNNaNNaN33.2NaN
9MX1700420105tminNaNNaNNaNNaNNaNNaNNaN18.2NaN
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" + ], + "text/plain": [ + " id year month element d2 d3 d5 d10 d11 d16 d23 \\\n", + "0 MX17004 2010 1 tmax NaN NaN NaN NaN NaN NaN NaN \n", + "1 MX17004 2010 1 tmin NaN NaN NaN NaN NaN NaN NaN \n", + "2 MX17004 2010 2 tmax 27.3 24.1 NaN NaN 29.7 NaN 29.9 \n", + "3 MX17004 2010 2 tmin 14.4 14.4 NaN NaN 13.4 NaN 10.7 \n", + "4 MX17004 2010 3 tmax NaN NaN 32.1 34.5 NaN 31.1 NaN \n", + "5 MX17004 2010 3 tmin NaN NaN 14.2 16.8 NaN 17.6 NaN \n", + "6 MX17004 2010 4 tmax NaN NaN NaN NaN NaN NaN NaN \n", + "7 MX17004 2010 4 tmin NaN NaN NaN NaN NaN NaN NaN \n", + "8 MX17004 2010 5 tmax NaN NaN NaN NaN NaN NaN NaN \n", + "9 MX17004 2010 5 tmin NaN NaN NaN NaN NaN NaN NaN \n", + "\n", + " d27 d30 \n", + "0 NaN 27.8 \n", + "1 NaN 14.5 \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "5 NaN NaN \n", + "6 36.3 NaN \n", + "7 16.7 NaN \n", + "8 33.2 NaN \n", + "9 18.2 NaN " + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# many NaN values in the days, i cannot fill them so I would have to drop them\n", + "\n", + "weather = weather.dropna(axis=1, how=\"all\")\n", + "weather" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "id object\n", + "year int64\n", + "month int64\n", + "element object\n", + "d2 float64\n", + "d3 float64\n", + "d5 float64\n", + "d10 float64\n", + "d11 float64\n", + "d16 float64\n", + "d23 float64\n", + "d27 float64\n", + "d30 float64\n", + "dtype: object" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "weather.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 52, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "weather.to_csv(\"weather.csv\")" + ] }, { "cell_type": "code", @@ -47,7 +1349,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -61,7 +1363,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.10.10" } }, "nbformat": 4,