From 5352348a10e53d6b9a7db790a1b066d793e404d4 Mon Sep 17 00:00:00 2001 From: GitHub Actions Date: Wed, 17 Apr 2024 05:07:57 +0000 Subject: [PATCH] Update for 2024-04-17 --- estimate.ipynb | 162 +++++++++++++++++++++++------------------------ ipynb_counts.csv | 1 + 2 files changed, 82 insertions(+), 81 deletions(-) diff --git a/estimate.ipynb b/estimate.ipynb index d38faf1..85cff82 100644 --- a/estimate.ipynb +++ b/estimate.ipynb @@ -5,10 +5,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:08.453595Z", - "iopub.status.busy": "2024-04-16T05:08:08.453117Z", - "iopub.status.idle": "2024-04-16T05:08:08.462897Z", - "shell.execute_reply": "2024-04-16T05:08:08.462224Z" + "iopub.execute_input": "2024-04-17T05:07:55.764680Z", + "iopub.status.busy": "2024-04-17T05:07:55.764490Z", + "iopub.status.idle": "2024-04-17T05:07:55.773541Z", + "shell.execute_reply": "2024-04-17T05:07:55.772931Z" } }, "outputs": [ @@ -73,10 +73,10 @@ "execution_count": 2, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:08.498581Z", - "iopub.status.busy": "2024-04-16T05:08:08.498122Z", - "iopub.status.idle": "2024-04-16T05:08:09.334694Z", - "shell.execute_reply": "2024-04-16T05:08:09.334033Z" + "iopub.execute_input": "2024-04-17T05:07:55.808265Z", + "iopub.status.busy": "2024-04-17T05:07:55.807897Z", + "iopub.status.idle": "2024-04-17T05:07:56.516306Z", + "shell.execute_reply": "2024-04-17T05:07:56.515596Z" }, "urth": { "dashboard": {} @@ -92,10 +92,10 @@ "execution_count": 3, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:09.337834Z", - "iopub.status.busy": "2024-04-16T05:08:09.337279Z", - "iopub.status.idle": "2024-04-16T05:08:09.653947Z", - "shell.execute_reply": "2024-04-16T05:08:09.653283Z" + "iopub.execute_input": "2024-04-17T05:07:56.519099Z", + "iopub.status.busy": "2024-04-17T05:07:56.518828Z", + "iopub.status.idle": "2024-04-17T05:07:56.737719Z", + "shell.execute_reply": "2024-04-17T05:07:56.737033Z" }, "urth": { "dashboard": {} @@ -116,10 +116,10 @@ "execution_count": 4, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:09.656963Z", - "iopub.status.busy": "2024-04-16T05:08:09.656445Z", - "iopub.status.idle": "2024-04-16T05:08:09.659931Z", - "shell.execute_reply": "2024-04-16T05:08:09.659292Z" + "iopub.execute_input": "2024-04-17T05:07:56.740451Z", + "iopub.status.busy": "2024-04-17T05:07:56.740172Z", + "iopub.status.idle": "2024-04-17T05:07:56.743411Z", + "shell.execute_reply": "2024-04-17T05:07:56.742826Z" }, "urth": { "dashboard": {} @@ -136,10 +136,10 @@ "execution_count": 5, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:09.662402Z", - "iopub.status.busy": "2024-04-16T05:08:09.662043Z", - "iopub.status.idle": "2024-04-16T05:08:09.665768Z", - "shell.execute_reply": "2024-04-16T05:08:09.665176Z" + "iopub.execute_input": "2024-04-17T05:07:56.745720Z", + "iopub.status.busy": "2024-04-17T05:07:56.745264Z", + "iopub.status.idle": "2024-04-17T05:07:56.748611Z", + "shell.execute_reply": "2024-04-17T05:07:56.747994Z" } }, "outputs": [ @@ -147,7 +147,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "This notebook was last rendered at 2024-04-16 05:08:09.663053 UTC\n" + "This notebook was last rendered at 2024-04-17 05:07:56.746345 UTC\n" ] } ], @@ -174,10 +174,10 @@ "execution_count": 6, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:09.667919Z", - "iopub.status.busy": "2024-04-16T05:08:09.667723Z", - "iopub.status.idle": "2024-04-16T05:08:09.677525Z", - "shell.execute_reply": "2024-04-16T05:08:09.677036Z" + "iopub.execute_input": "2024-04-17T05:07:56.750720Z", + "iopub.status.busy": "2024-04-17T05:07:56.750530Z", + "iopub.status.idle": "2024-04-17T05:07:56.760441Z", + "shell.execute_reply": "2024-04-17T05:07:56.759830Z" }, "urth": { "dashboard": {} @@ -197,10 +197,10 @@ "execution_count": 7, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:09.679654Z", - "iopub.status.busy": "2024-04-16T05:08:09.679458Z", - "iopub.status.idle": "2024-04-16T05:08:09.686210Z", - "shell.execute_reply": "2024-04-16T05:08:09.685620Z" + "iopub.execute_input": "2024-04-17T05:07:56.762730Z", + "iopub.status.busy": "2024-04-17T05:07:56.762535Z", + "iopub.status.idle": "2024-04-17T05:07:56.769050Z", + "shell.execute_reply": "2024-04-17T05:07:56.768531Z" }, "urth": { "dashboard": { @@ -239,10 +239,6 @@ " \n", " \n", " \n", - " 2024-04-14\n", - " 984\n", - " \n", - " \n", " 2024-04-15\n", " 1084\n", " \n", @@ -250,6 +246,10 @@ " 2024-04-16\n", " 908\n", " \n", + " \n", + " 2024-04-17\n", + " 920\n", + " \n", " \n", "\n", "" @@ -257,9 +257,9 @@ "text/plain": [ " hits\n", "date \n", - "2024-04-14 984\n", "2024-04-15 1084\n", - "2024-04-16 908" + "2024-04-16 908\n", + "2024-04-17 920" ] }, "execution_count": 7, @@ -289,10 +289,10 @@ "execution_count": 8, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:09.688323Z", - "iopub.status.busy": "2024-04-16T05:08:09.688130Z", - "iopub.status.idle": "2024-04-16T05:08:09.691432Z", - "shell.execute_reply": "2024-04-16T05:08:09.690878Z" + "iopub.execute_input": "2024-04-17T05:07:56.771329Z", + "iopub.status.busy": "2024-04-17T05:07:56.770983Z", + "iopub.status.idle": "2024-04-17T05:07:56.774315Z", + "shell.execute_reply": "2024-04-17T05:07:56.773720Z" }, "urth": { "dashboard": {} @@ -308,10 +308,10 @@ "execution_count": 9, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:09.693652Z", - "iopub.status.busy": "2024-04-16T05:08:09.693454Z", - "iopub.status.idle": "2024-04-16T05:08:09.696862Z", - "shell.execute_reply": "2024-04-16T05:08:09.696230Z" + "iopub.execute_input": "2024-04-17T05:07:56.776594Z", + "iopub.status.busy": "2024-04-17T05:07:56.776220Z", + "iopub.status.idle": "2024-04-17T05:07:56.779404Z", + "shell.execute_reply": "2024-04-17T05:07:56.778904Z" }, "urth": { "dashboard": {} @@ -340,16 +340,16 @@ "execution_count": 10, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:09.699417Z", - "iopub.status.busy": "2024-04-16T05:08:09.698988Z", - "iopub.status.idle": "2024-04-16T05:08:09.952034Z", - "shell.execute_reply": "2024-04-16T05:08:09.951328Z" + "iopub.execute_input": "2024-04-17T05:07:56.781728Z", + "iopub.status.busy": "2024-04-17T05:07:56.781365Z", + "iopub.status.idle": "2024-04-17T05:07:57.060174Z", + "shell.execute_reply": "2024-04-17T05:07:57.059492Z" } }, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -386,10 +386,10 @@ "execution_count": 11, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:09.954748Z", - "iopub.status.busy": "2024-04-16T05:08:09.954368Z", - "iopub.status.idle": "2024-04-16T05:08:09.960177Z", - "shell.execute_reply": "2024-04-16T05:08:09.959613Z" + "iopub.execute_input": "2024-04-17T05:07:57.062596Z", + "iopub.status.busy": "2024-04-17T05:07:57.062369Z", + "iopub.status.idle": "2024-04-17T05:07:57.068092Z", + "shell.execute_reply": "2024-04-17T05:07:57.067469Z" }, "urth": { "dashboard": { @@ -401,7 +401,7 @@ { "data": { "text/plain": [ - "hits -64940.0\n", + "hits -64928.0\n", "dtype: float64" ] }, @@ -433,10 +433,10 @@ "execution_count": 12, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:09.962563Z", - "iopub.status.busy": "2024-04-16T05:08:09.962209Z", - "iopub.status.idle": "2024-04-16T05:08:09.966976Z", - "shell.execute_reply": "2024-04-16T05:08:09.966373Z" + "iopub.execute_input": "2024-04-17T05:07:57.070470Z", + "iopub.status.busy": "2024-04-17T05:07:57.070065Z", + "iopub.status.idle": "2024-04-17T05:07:57.074991Z", + "shell.execute_reply": "2024-04-17T05:07:57.074458Z" }, "urth": { "dashboard": { @@ -448,7 +448,7 @@ { "data": { "text/plain": [ - "hits -18.66092\n", + "hits -18.652111\n", "dtype: float64" ] }, @@ -480,10 +480,10 @@ "execution_count": 13, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:09.969339Z", - "iopub.status.busy": "2024-04-16T05:08:09.968957Z", - "iopub.status.idle": "2024-04-16T05:08:09.972254Z", - "shell.execute_reply": "2024-04-16T05:08:09.971725Z" + "iopub.execute_input": "2024-04-17T05:07:57.077403Z", + "iopub.status.busy": "2024-04-17T05:07:57.076926Z", + "iopub.status.idle": "2024-04-17T05:07:57.080168Z", + "shell.execute_reply": "2024-04-17T05:07:57.079642Z" }, "urth": { "dashboard": {} @@ -499,16 +499,16 @@ "execution_count": 14, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:09.974744Z", - "iopub.status.busy": "2024-04-16T05:08:09.974244Z", - "iopub.status.idle": "2024-04-16T05:08:10.268632Z", - "shell.execute_reply": "2024-04-16T05:08:10.267887Z" + "iopub.execute_input": "2024-04-17T05:07:57.082361Z", + "iopub.status.busy": "2024-04-17T05:07:57.082165Z", + "iopub.status.idle": "2024-04-17T05:07:57.408986Z", + "shell.execute_reply": "2024-04-17T05:07:57.408305Z" } }, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -539,10 +539,10 @@ "execution_count": 15, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:10.271284Z", - "iopub.status.busy": "2024-04-16T05:08:10.270868Z", - "iopub.status.idle": "2024-04-16T05:08:10.277653Z", - "shell.execute_reply": "2024-04-16T05:08:10.277005Z" + "iopub.execute_input": "2024-04-17T05:07:57.411677Z", + "iopub.status.busy": "2024-04-17T05:07:57.411290Z", + "iopub.status.idle": "2024-04-17T05:07:57.417921Z", + "shell.execute_reply": "2024-04-17T05:07:57.417395Z" } }, "outputs": [ @@ -550,7 +550,7 @@ "data": { "text/plain": [ "hits\n", - "False 3389\n", + "False 3390\n", "True 91\n", "Name: count, dtype: int64" ] @@ -571,10 +571,10 @@ "execution_count": 16, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:10.280156Z", - "iopub.status.busy": "2024-04-16T05:08:10.279795Z", - "iopub.status.idle": "2024-04-16T05:08:10.283737Z", - "shell.execute_reply": "2024-04-16T05:08:10.283097Z" + "iopub.execute_input": "2024-04-17T05:07:57.420403Z", + "iopub.status.busy": "2024-04-17T05:07:57.420026Z", + "iopub.status.idle": "2024-04-17T05:07:57.423727Z", + "shell.execute_reply": "2024-04-17T05:07:57.423160Z" } }, "outputs": [], @@ -589,16 +589,16 @@ "execution_count": 17, "metadata": { "execution": { - "iopub.execute_input": "2024-04-16T05:08:10.286338Z", - "iopub.status.busy": "2024-04-16T05:08:10.285898Z", - "iopub.status.idle": "2024-04-16T05:08:10.510935Z", - "shell.execute_reply": "2024-04-16T05:08:10.510228Z" + "iopub.execute_input": "2024-04-17T05:07:57.425893Z", + "iopub.status.busy": "2024-04-17T05:07:57.425697Z", + "iopub.status.idle": "2024-04-17T05:07:57.677331Z", + "shell.execute_reply": "2024-04-17T05:07:57.676638Z" } }, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] diff --git a/ipynb_counts.csv b/ipynb_counts.csv index e7ec991..b0fd6c2 100644 --- a/ipynb_counts.csv +++ b/ipynb_counts.csv @@ -2234,3 +2234,4 @@ date,hits 2024-04-14,984 2024-04-15,1084 2024-04-16,908 +2024-04-17,920