From f29ac03642c08b896202bd5e870b125da1502240 Mon Sep 17 00:00:00 2001 From: "Santiago L. Valdarrama" Date: Tue, 14 May 2024 21:17:41 -0400 Subject: [PATCH] Updated Dockerfile on Session 5 to include new libraries --- program/cohort.ipynb | 65 ++++++++++++++++++++++---------------------- 1 file changed, 32 insertions(+), 33 deletions(-) diff --git a/program/cohort.ipynb b/program/cohort.ipynb index 3162409..11d6902 100644 --- a/program/cohort.ipynb +++ b/program/cohort.ipynb @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "4b2265b0", "metadata": { "tags": [ @@ -93,7 +93,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "32c4d764", "metadata": { "tags": [] @@ -113,7 +113,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "id": "3164a3af", "metadata": {}, "outputs": [], @@ -137,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "id": "7bc40d28", "metadata": {}, "outputs": [], @@ -159,7 +159,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "id": "3b3f17e5", "metadata": {}, "outputs": [], @@ -202,7 +202,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "id": "942a01b5", "metadata": {}, "outputs": [], @@ -237,7 +237,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "id": "f1cd2f0e-446d-48a9-a008-b4f1cc593bfc", "metadata": { "tags": [] @@ -344,7 +344,7 @@ "4 3450.0 FEMALE " ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -387,7 +387,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "id": "f2107c25-e730-4e22-a1b8-5bda53e61124", "metadata": { "tags": [] @@ -566,7 +566,7 @@ "max 6300.000000 NaN " ] }, - "execution_count": 9, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -585,7 +585,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "id": "1242122a-726e-4c37-a718-dd8e873d1612", "metadata": { "tags": [] @@ -641,7 +641,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "id": "cf1cf582-8831-4f83-bb17-2175afb193e8", "metadata": { "tags": [] @@ -656,7 +656,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -679,7 +679,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "id": "cc42cb08-275c-4b05-9d2b-77052da2f336", "metadata": { "tags": [] @@ -698,7 +698,7 @@ "dtype: int64" ] }, - "execution_count": 12, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -717,7 +717,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "id": "3c57d55d-afd6-467a-a7a8-ff04132770ed", "metadata": { "tags": [] @@ -736,7 +736,7 @@ "dtype: int64" ] }, - "execution_count": 13, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -761,13 +761,13 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "id": "2852c740", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -807,13 +807,13 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "id": "707cc972", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -855,7 +855,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "id": "3daf3ba1-d218-4ad4-b862-af679b91273f", "metadata": { "tags": [] @@ -935,7 +935,7 @@ "body_mass_g 640316.716388 " ] }, - "execution_count": 16, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -966,7 +966,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 16, "id": "1d793e09-2cb9-47ff-a0e6-199a0f4fc1b3", "metadata": { "tags": [] @@ -1046,7 +1046,7 @@ "body_mass_g 1.000000 " ] }, - "execution_count": 17, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -1077,13 +1077,13 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 17, "id": "1258c99d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1117,7 +1117,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 18, "id": "45b0a87f-028d-477f-9b65-199728c0b7ee", "metadata": { "tags": [] @@ -1125,7 +1125,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1454,7 +1454,7 @@ "output_type": "stream", "text": [ "\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\n", - "\u001b[32m\u001b[32m\u001b[1m8 passed\u001b[0m\u001b[32m in 0.15s\u001b[0m\u001b[0m\n" + "\u001b[32m\u001b[32m\u001b[1m8 passed\u001b[0m\u001b[32m in 0.13s\u001b[0m\u001b[0m\n" ] } ], @@ -2507,8 +2507,7 @@ "\n", "RUN apt-get -y update && apt-get install -y --no-install-recommends \\\n", " python3 \\\n", - " build-essential \\\n", - " libssl-dev\n", + " build-essential libssl-dev pkg-config libhdf5-dev\n", "\n", "# Let's install the required Python packages from \n", "# the requirements.txt file.\n", @@ -9962,7 +9961,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.11" + "version": "3.10.6" }, "lcc_arn": "arn:aws:sagemaker:us-east-1:325223348818:studio-lifecycle-config/packages", "toc-autonumbering": false,