From da799213d014e16ce861ffda57b220c43d43f6fe Mon Sep 17 00:00:00 2001 From: J Montgomery Maxwell Date: Mon, 9 Dec 2024 11:51:47 -0600 Subject: [PATCH 1/3] Update heal tutorial nbs/ws for new base ws image --- .secrets.baseline | 152 +- .../BACPAC_Synthetic_Data_Analysis.ipynb | 2 +- .../JCOIN_Tracking_Opioid_Stigma.ipynb | 1418 +--------- .../Opioid_Overdose_Trajectories.ipynb | 2432 +---------------- .../Opioid_Prevalence_And_Overdoses.ipynb | 591 +--- .../combined_tutorials/requirements.txt | 2 +- 6 files changed, 118 insertions(+), 4479 deletions(-) diff --git a/.secrets.baseline b/.secrets.baseline index 6463fc47..092fefdf 100644 --- a/.secrets.baseline +++ b/.secrets.baseline @@ -75,6 +75,10 @@ { "path": "detect_secrets.filters.allowlist.is_line_allowlisted" }, + { + "path": "detect_secrets.filters.common.is_baseline_file", + "filename": ".secrets.baseline" + }, { "path": "detect_secrets.filters.common.is_ignored_due_to_verification_policies", "min_level": 2 @@ -272,152 +276,6 @@ "line_number": 491 } ], - "HEAL-notebooks/combined_tutorials/JCOIN_Tracking_Opioid_Stigma.ipynb": [ - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/JCOIN_Tracking_Opioid_Stigma.ipynb", - "hashed_secret": "86d47cca0d5b20b7a74b72d567d2e931deff0e23", - "is_verified": false, - "line_number": 780 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/JCOIN_Tracking_Opioid_Stigma.ipynb", - "hashed_secret": "709e3376853c66b228e0234f94f587e71c2a97f5", - "is_verified": false, - "line_number": 1017 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/JCOIN_Tracking_Opioid_Stigma.ipynb", - "hashed_secret": "07dcc182781305ee9c2866f9e1a22db8aca67586", - "is_verified": false, - "line_number": 1366 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/JCOIN_Tracking_Opioid_Stigma.ipynb", - "hashed_secret": "ca89696ece5a23d71d73273bbbc2d9bfabcd5ef3", - "is_verified": false, - "line_number": 1715 - } - ], - "HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb": [ - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb", - "hashed_secret": "989ae1c0a697480fae00340ab24b3bd4a18903bd", - "is_verified": false, - "line_number": 238 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb", - "hashed_secret": "fbfd4c700bcca2280449452bc6d20e041f67db38", - "is_verified": false, - "line_number": 299 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb", - "hashed_secret": "fc3230fc9bc2b99200a584917ddb11a9d4ac13e8", - "is_verified": false, - "line_number": 371 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb", - "hashed_secret": "48adfb0d0e51de9f70a39bd93d50558189b41263", - "is_verified": false, - "line_number": 537 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb", - "hashed_secret": "ee65245c082a4c2625e7163a89e55c24b5641e24", - "is_verified": false, - "line_number": 599 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb", - "hashed_secret": "d444e79298bd95c96b57cc82c953e6ab7ede150f", - "is_verified": false, - "line_number": 680 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb", - "hashed_secret": "c7ca176ddf69dc4d06a5f3035c9922e2fa1b0837", - "is_verified": false, - "line_number": 724 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb", - "hashed_secret": "7e6268d3d8f12d6bc39017524362b10f9982f383", - "is_verified": false, - "line_number": 900 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb", - "hashed_secret": "d1a8bb8b7ae7bfdd73a0f546b1afe3cfd1e9340b", - "is_verified": false, - "line_number": 914 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb", - "hashed_secret": "8758fca3db91ddf824e5abcfdbb205585f9dcd05", - "is_verified": false, - "line_number": 1976 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb", - "hashed_secret": "7f37d180d3e49a25c6bd8d063b8a588f6774bf96", - "is_verified": false, - "line_number": 3194 - } - ], - "HEAL-notebooks/combined_tutorials/Opioid_Prevalence_And_Overdoses.ipynb": [ - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Prevalence_And_Overdoses.ipynb", - "hashed_secret": "c5ab4a186feba6bb7a280416947f969246e1e0e3", - "is_verified": false, - "line_number": 700 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Prevalence_And_Overdoses.ipynb", - "hashed_secret": "b551bf0f74597abcdec403e738ce63df734cbed3", - "is_verified": false, - "line_number": 750 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Prevalence_And_Overdoses.ipynb", - "hashed_secret": "ad31a3d4b4805484b03f49e155e923299fc45086", - "is_verified": false, - "line_number": 793 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Prevalence_And_Overdoses.ipynb", - "hashed_secret": "3a0cbdad694cf12b49ce6322f8abcb09f4d6ee2b", - "is_verified": false, - "line_number": 884 - }, - { - "type": "Base64 High Entropy String", - "filename": "HEAL-notebooks/combined_tutorials/Opioid_Prevalence_And_Overdoses.ipynb", - "hashed_secret": "451109344dd8fd0f37c0a77afc764f745e6af6db", - "is_verified": false, - "line_number": 920 - } - ], "jupyter-jcoin/resources/JCOIN_Tracking_Opioid_Stigma.ipynb": [ { "type": "Base64 High Entropy String", @@ -527,5 +385,5 @@ } ] }, - "generated_at": "2024-10-30T19:05:43Z" + "generated_at": "2024-12-09T17:51:32Z" } diff --git a/HEAL-notebooks/combined_tutorials/BACPAC_Synthetic_Data_Analysis.ipynb b/HEAL-notebooks/combined_tutorials/BACPAC_Synthetic_Data_Analysis.ipynb index 70406ca5..4808ca75 100644 --- a/HEAL-notebooks/combined_tutorials/BACPAC_Synthetic_Data_Analysis.ipynb +++ b/HEAL-notebooks/combined_tutorials/BACPAC_Synthetic_Data_Analysis.ipynb @@ -358,7 +358,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.7" + "version": "3.9.20" } }, "nbformat": 4, diff --git a/HEAL-notebooks/combined_tutorials/JCOIN_Tracking_Opioid_Stigma.ipynb b/HEAL-notebooks/combined_tutorials/JCOIN_Tracking_Opioid_Stigma.ipynb index 33c4ed43..b272bf79 100644 --- a/HEAL-notebooks/combined_tutorials/JCOIN_Tracking_Opioid_Stigma.ipynb +++ b/HEAL-notebooks/combined_tutorials/JCOIN_Tracking_Opioid_Stigma.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "eac300ba", "metadata": {}, "outputs": [], @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "0b4ca81f", "metadata": {}, "outputs": [], @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "396b028d", "metadata": {}, "outputs": [], @@ -108,231 +108,10 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "373e758b", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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time-pointcaseidweightpersonaluse_everpersonalconviction_everpersonalincarceration_everfamilyuse_everfamilyconviction_everfamilyincarceration_eversurv_mode...ss_b_historymarryss_c_currentworkss_d_currentmarryincomedummy_less25kincomedummy_25to49kincomedummy_50to84kincomedummy_85to150kincomedummy_over150kpersonalcrimjust_everfamilycrimjust_ever
0s151.00.588443NoNoNoYesNoNoWeb Interview...3110.00.00.01.00.000
1s159.00.211109NoNoYesNoYesYesWeb Interview...3.407921.396261.400041.00.00.00.00.011
2s161.00.689192NoYesNoNoYesYesWeb Interview...5230.00.00.00.01.011
3s163.00.908658YesYesYesYesYesYesWeb Interview...51.396261.400040.00.00.01.00.011
4s165.00.413077NoNoNoYesNoNoWeb Interview...1.343591.396261.400040.00.00.01.00.000
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" - ], - "text/plain": [ - " time-point caseid weight personaluse_ever personalconviction_ever \\\n", - "0 s1 51.0 0.588443 No No \n", - "1 s1 59.0 0.211109 No No \n", - "2 s1 61.0 0.689192 No Yes \n", - "3 s1 63.0 0.908658 Yes Yes \n", - "4 s1 65.0 0.413077 No No \n", - "\n", - " personalincarceration_ever familyuse_ever familyconviction_ever \\\n", - "0 No Yes No \n", - "1 Yes No Yes \n", - "2 No No Yes \n", - "3 Yes Yes Yes \n", - "4 No Yes No \n", - "\n", - " familyincarceration_ever surv_mode ... ss_b_historymarry \\\n", - "0 No Web Interview ... 3 \n", - "1 Yes Web Interview ... 3.40792 \n", - "2 Yes Web Interview ... 5 \n", - "3 Yes Web Interview ... 5 \n", - "4 No Web Interview ... 1.34359 \n", - "\n", - " ss_c_currentwork ss_d_currentmarry incomedummy_less25k incomedummy_25to49k \\\n", - "0 1 1 0.0 0.0 \n", - "1 1.39626 1.40004 1.0 0.0 \n", - "2 2 3 0.0 0.0 \n", - "3 1.39626 1.40004 0.0 0.0 \n", - "4 1.39626 1.40004 0.0 0.0 \n", - "\n", - " incomedummy_50to84k incomedummy_85to150k incomedummy_over150k \\\n", - "0 0.0 1.0 0.0 \n", - "1 0.0 0.0 0.0 \n", - "2 0.0 0.0 1.0 \n", - "3 0.0 1.0 0.0 \n", - "4 0.0 1.0 0.0 \n", - "\n", - " personalcrimjust_ever familycrimjust_ever \n", - "0 0 0 \n", - "1 1 1 \n", - "2 1 1 \n", - "3 1 1 \n", - "4 0 0 \n", - "\n", - "[5 rows x 50 columns]" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# combine data from all surveys into one long dataset, keeping only vars available across all survey datasets\n", "all_df = pd.concat([df1, df2, df3, df4], keys=['s1','s2','s3','s4'], join=\"inner\").reset_index().rename(columns={\"level_0\": \"time-point\"})\n", @@ -343,71 +122,10 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "f6837280", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'caseid': 'Case ID',\n", - " 'weight': 'Post-stratification weights - 18+ general population (N=1,036)',\n", - " 'personaluse_ever': '[Have you ever used opioids/prescription pain medication illicitly obtained or used in a way not prescribed by a doctor?] The next set of questions are about your own personal experiences or the experiences of any family members or close friends.',\n", - " 'personalconviction_ever': '[Have you ever been convicted of any misdemeanor or felony crime?] The next set of questions are about your own personal experiences or the experiences of any family members or close friends.',\n", - " 'personalincarceration_ever': '[Have you ever been incarcerated in jail or prison?] The next set of questions are about your own personal experiences or the experiences of any family members or close friends.',\n", - " 'familyuse_ever': '[Have any family members or close friends you know ever used opioids/prescription pain medication illicitly obtained or used in a way not prescribed by a doctor?] The next set of questions are about your own personal experiences or the experiences of any f',\n", - " 'familyconviction_ever': '[Have any of your family members or close friends ever been convicted of any misdemeanor or felony crime?] The next set of questions are about your own personal experiences or the experiences of any family members or close friends.',\n", - " 'familyincarceration_ever': '[Have any of your family members or close friends ever been incarcerated in jail or prison?] The next set of questions are about your own personal experiences or the experiences of any family members or close friends.',\n", - " 'surv_mode': 'Survey interview mode (online or phone)',\n", - " 'surv_lang': 'Survey Interview Language',\n", - " 'device': 'Device',\n", - " 'gender': 'Respondent male/female sex',\n", - " 'age': 'Respondent age',\n", - " 'age4': 'Age - 4 Categories',\n", - " 'age7': 'Age - 7 Categories',\n", - " 'racethnicity': 'Combined Race/Ethnicity',\n", - " 'marital': 'Marital Status',\n", - " 'employ': 'Current Employment Status',\n", - " 'income': 'Household Income',\n", - " 'state': 'State',\n", - " 'region4': '4-level region',\n", - " 'region9': '9-level region',\n", - " 'metro': 'Metropolitan area flag',\n", - " 'internet': 'HH internet access via dial-up, DSL, or cable broadband at home',\n", - " 'housing': 'Home Ownership',\n", - " 'home_type': \"Type of building of panelists' residence\",\n", - " 'phoneservice': 'Telephone service for the household',\n", - " 'hhsize': 'Household size (including children)',\n", - " 'hh01': 'Number of HH members age 0-1',\n", - " 'hh25': 'Number of HH members age 2-5',\n", - " 'hh612': 'Number of HH members age 6-12',\n", - " 'hh1317': 'Number of HH members age 13-17',\n", - " 'hh18ov': 'Number of HH members age 18+',\n", - " 'stigma_scale_score': 'Stigma scale: average score of 6 stigma items; higher scores indicate higher stigma.',\n", - " 'ps_a_medicaid': 'I favor expanding Medicaid insurance benefits for low income families to provide coverage for treatment of opioid use disorders/addiction problems, including addiction to prescription pain medications',\n", - " 'ps_b_naloxone': \"I favor making naloxone (also known as 'Narcan'), a medication that can quickly reverse the effects of a person experiencing an opioid overdose, widely available and affordable without a prescription\",\n", - " 'ps_c_mandatory': 'I believe that making drug treatment mandatory is an effective way to help people with an opioid use disorder',\n", - " 'ps_d_govspend': 'I favor increasing government spending to improve treatment of opioid use disorder/addiction',\n", - " 'ss_e_dangerous': 'People with a current addiction to opioids/prescription pain medications are more dangerous than the general population',\n", - " 'ss_f_trust': 'A person who is currently addicted to opioids/prescription pain medication cannot be trusted',\n", - " 'ss_a_historywork': 'I would be willing to have a person with a past history of opioid use disorder/addiction start working closely with me on a job',\n", - " 'ss_b_historymarry': 'I am comfortable having a person with a past history of opioid use disorder/addiction marry into my family',\n", - " 'ss_c_currentwork': 'I would be willing to have a person with a current opioid use disorder/addiction start working closely with me on a job',\n", - " 'ss_d_currentmarry': 'I would be comfortable having a person with a current opioid use disorder/addiction marry into my family',\n", - " 'incomedummy_less25k': None,\n", - " 'incomedummy_25to49k': None,\n", - " 'incomedummy_50to84k': None,\n", - " 'incomedummy_85to150k': None,\n", - " 'incomedummy_over150k': None,\n", - " 'personalcrimjust_ever': None,\n", - " 'familycrimjust_ever': None}" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# print out data dictionary for vars available across all survey datasets\n", "data_dictionary = {k: v for k, v in meta1.column_names_to_labels.items() if k in all_df.columns}\n", @@ -430,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "aecdae2d", "metadata": {}, "outputs": [], @@ -441,166 +159,10 @@ }, { "cell_type": "code", - "execution_count": 18, - "id": "2ef1b82f", + "execution_count": null, + "id": "e3c3eff5-b1d5-42da-80ad-3d31e2ba4e76", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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time-pointweightstigma_scale_scoreage4region4personaluse_ever
0s10.5884433.80717960+hiddenNo
1s10.2111093.86429660+hiddenNo
2s10.6891922.16666745-59hiddenNo
3s10.9086583.07835030-44hiddenYes
4s10.4130774.29846630-44hiddenNo
.....................
4135s42.5658553.50000060+hiddenNo
4136s42.4762294.33333345-59hiddenNo
4137s41.9768813.33333330-44hiddenNo
4138s40.2952533.83333360+hiddenNo
4139s40.2217383.83333345-59hiddenNo
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" - ], - "text/plain": [ - " time-point weight stigma_scale_score age4 region4 personaluse_ever\n", - "0 s1 0.588443 3.807179 60+ hidden No\n", - "1 s1 0.211109 3.864296 60+ hidden No\n", - "2 s1 0.689192 2.166667 45-59 hidden No\n", - "3 s1 0.908658 3.078350 30-44 hidden Yes\n", - "4 s1 0.413077 4.298466 30-44 hidden No\n", - "... ... ... ... ... ... ...\n", - "4135 s4 2.565855 3.500000 60+ hidden No\n", - "4136 s4 2.476229 4.333333 45-59 hidden No\n", - "4137 s4 1.976881 3.333333 30-44 hidden No\n", - "4138 s4 0.295253 3.833333 60+ hidden No\n", - "4139 s4 0.221738 3.833333 45-59 hidden No\n", - "\n", - "[4140 rows x 6 columns]" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# check if missing values\n", "sub_df_1.isnull().sum()\n", @@ -621,18 +183,17 @@ "sub_df_1.personaluse_ever.value_counts(dropna=False)\n", "\n", "# impute missing stigma scale score values as the median score by survey time-point\n", - "sub_df_1['stigma_scale_score'].fillna(sub_df_1.groupby('time-point')['stigma_scale_score'].transform('median'),inplace=True)\n", + "\n", + "sub_df_1['stigma_scale_score'] = sub_df_1['stigma_scale_score'].fillna(sub_df_1.groupby('time-point')['stigma_scale_score'].transform('median'))\n", "sub_df_1.isnull().sum()\n", "\n", "# replace missing values of personaluse_ever with mode value of 'No'\n", - "sub_df_1.personaluse_ever.fillna('No',inplace=True)\n", + "sub_df_1.personaluse_ever = sub_df_1.personaluse_ever.fillna('No')\n", "sub_df_1.isnull().sum()\n", "\n", - "#sub_df_1\n", - "\n", "# print the df with geo info hidden\n", "sub_df_1_print = sub_df_1.copy()\n", - "sub_df_1_print['region4'] = sub_df_1_print['region4'].replace(['Midwest','West','Northeast','South'],'hidden')\n", + "sub_df_1_print['region4'] = 'hidden'\n", "\n", "sub_df_1_print" ] @@ -651,98 +212,10 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "65b0e4ec", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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weight_countweight_sumstigma_scale_score_meanw_stigma_scale_score_mean
time-point
s110361036.03.3963563.364520
s210021002.03.3669333.313419
s310071007.03.3439263.344985
s410951095.03.3785393.421549
\n", - "
" - ], - "text/plain": [ - " weight_count weight_sum stigma_scale_score_mean \\\n", - "time-point \n", - "s1 1036 1036.0 3.396356 \n", - "s2 1002 1002.0 3.366933 \n", - "s3 1007 1007.0 3.343926 \n", - "s4 1095 1095.0 3.378539 \n", - "\n", - " w_stigma_scale_score_mean \n", - "time-point \n", - "s1 3.364520 \n", - "s2 3.313419 \n", - "s3 3.344985 \n", - "s4 3.421549 " - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sub_df_1['w_stigma_scale_score'] = sub_df_1['stigma_scale_score'] * sub_df_1['weight']\n", "stigma_all_df = sub_df_1.groupby('time-point').agg({'weight':['count','sum'],'stigma_scale_score':'mean','w_stigma_scale_score':'mean'})\n", @@ -752,42 +225,10 @@ }, { "cell_type": "code", - "execution_count": 20, - "id": "c11bd96e", - "metadata": {}, - "outputs": [], - "source": [ - "# sum of weights will not be equal to count of individuals when we look at sub-groups of the full population; \n", - "# will have to formally calculate weighted average\n", - "\n", - "\n", - "def weighted_mean(x, **kws):\n", - " val, weight = map(np.asarray, zip(*x))\n", - " weighted_mean = (val * weight).sum() / weight.sum()\n", - " return (val * weight).sum() / weight.sum()\n", - "\n", - "sub_df_1[\"score_and_weight\"] = list(zip(sub_df_1.stigma_scale_score, sub_df_1.weight))" - ] - }, - { - "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "7c491e5e", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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countmeanstdmin25%50%75%max
time-pointpersonaluse_ever
s1No934.03.4320200.7321151.0000002.9870543.4528673.9535675.000000
Yes102.03.0697840.8651371.0000002.4803843.1176813.7126925.000000
s2No927.03.3969800.7436001.0000003.0000003.3333333.8333335.000000
Yes75.02.9955560.6319651.3333332.6666673.0000003.3333334.833333
s3No912.03.3675070.7103481.0000003.0000003.3333333.8333335.000000
Yes95.03.1175440.6657231.3333332.8333333.0000003.5833334.666667
s4No997.03.4119020.7178021.0000003.0000003.3333333.8333335.000000
Yes98.03.0391160.7437411.0000002.6666673.0000003.3333335.000000
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" - ], - "text/plain": [ - " count mean std min 25% \\\n", - "time-point personaluse_ever \n", - "s1 No 934.0 3.432020 0.732115 1.000000 2.987054 \n", - " Yes 102.0 3.069784 0.865137 1.000000 2.480384 \n", - "s2 No 927.0 3.396980 0.743600 1.000000 3.000000 \n", - " Yes 75.0 2.995556 0.631965 1.333333 2.666667 \n", - "s3 No 912.0 3.367507 0.710348 1.000000 3.000000 \n", - " Yes 95.0 3.117544 0.665723 1.333333 2.833333 \n", - "s4 No 997.0 3.411902 0.717802 1.000000 3.000000 \n", - " Yes 98.0 3.039116 0.743741 1.000000 2.666667 \n", - "\n", - " 50% 75% max \n", - "time-point personaluse_ever \n", - "s1 No 3.452867 3.953567 5.000000 \n", - " Yes 3.117681 3.712692 5.000000 \n", - "s2 No 3.333333 3.833333 5.000000 \n", - " Yes 3.000000 3.333333 4.833333 \n", - "s3 No 3.333333 3.833333 5.000000 \n", - " Yes 3.000000 3.583333 4.666667 \n", - "s4 No 3.333333 3.833333 5.000000 \n", - " Yes 3.000000 3.333333 5.000000 " - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "sub_df_1.groupby(['time-point','personaluse_ever']).stigma_scale_score.describe(percentiles=[0.25, 0.5, 0.75])" + "sub_df_1.groupby(['time-point','personaluse_ever'], observed=True).stigma_scale_score.describe(percentiles=[0.25, 0.5, 0.75])" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "id": "5a7b0bae", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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countmeanstdmin25%50%75%max
time-pointregion4
s1Midwest295.03.4149460.7621611.0000002.9738463.4738463.9789825.0
Northeast170.03.3973240.7398141.1666672.8614693.3728203.9738465.0
South310.03.4115290.7610531.0000002.9803843.3868453.9738465.0
West261.03.3566920.7465431.3094552.9360283.4378973.8333335.0
s2Midwest254.03.4127300.7833751.0000003.0000003.3333334.0000005.0
Northeast157.03.3439490.6855451.0000003.0000003.3333333.8333335.0
South347.03.3429390.7412981.0000003.0000003.3333333.8333335.0
West244.03.3681690.7404581.0000003.0000003.3333333.8333335.0
s3Midwest276.03.3031400.6936181.0000002.9583333.3333333.8333335.0
Northeast156.03.3952990.7746471.0000003.0000003.3333334.0000005.0
South330.03.3626260.7070951.3333333.0000003.3333333.8333335.0
West245.03.3319730.6891681.1666673.0000003.3333333.8333335.0
s4Midwest274.03.4476890.7264841.0000003.0000003.3333333.8333335.0
Northeast168.03.3670630.7760901.3333332.9583333.3333334.0000005.0
South383.03.3994780.6920181.0000003.0000003.3333333.8333335.0
West270.03.2858020.7412611.0000003.0000003.2500003.8333335.0
\n", - "
" - ], - "text/plain": [ - " count mean std min 25% 50% \\\n", - "time-point region4 \n", - "s1 Midwest 295.0 3.414946 0.762161 1.000000 2.973846 3.473846 \n", - " Northeast 170.0 3.397324 0.739814 1.166667 2.861469 3.372820 \n", - " South 310.0 3.411529 0.761053 1.000000 2.980384 3.386845 \n", - " West 261.0 3.356692 0.746543 1.309455 2.936028 3.437897 \n", - "s2 Midwest 254.0 3.412730 0.783375 1.000000 3.000000 3.333333 \n", - " Northeast 157.0 3.343949 0.685545 1.000000 3.000000 3.333333 \n", - " South 347.0 3.342939 0.741298 1.000000 3.000000 3.333333 \n", - " West 244.0 3.368169 0.740458 1.000000 3.000000 3.333333 \n", - "s3 Midwest 276.0 3.303140 0.693618 1.000000 2.958333 3.333333 \n", - " Northeast 156.0 3.395299 0.774647 1.000000 3.000000 3.333333 \n", - " South 330.0 3.362626 0.707095 1.333333 3.000000 3.333333 \n", - " West 245.0 3.331973 0.689168 1.166667 3.000000 3.333333 \n", - "s4 Midwest 274.0 3.447689 0.726484 1.000000 3.000000 3.333333 \n", - " Northeast 168.0 3.367063 0.776090 1.333333 2.958333 3.333333 \n", - " South 383.0 3.399478 0.692018 1.000000 3.000000 3.333333 \n", - " West 270.0 3.285802 0.741261 1.000000 3.000000 3.250000 \n", - "\n", - " 75% max \n", - "time-point region4 \n", - "s1 Midwest 3.978982 5.0 \n", - " Northeast 3.973846 5.0 \n", - " South 3.973846 5.0 \n", - " West 3.833333 5.0 \n", - "s2 Midwest 4.000000 5.0 \n", - " Northeast 3.833333 5.0 \n", - " South 3.833333 5.0 \n", - " West 3.833333 5.0 \n", - "s3 Midwest 3.833333 5.0 \n", - " Northeast 4.000000 5.0 \n", - " South 3.833333 5.0 \n", - " West 3.833333 5.0 \n", - "s4 Midwest 3.833333 5.0 \n", - " Northeast 4.000000 5.0 \n", - " South 3.833333 5.0 \n", - " West 3.833333 5.0 " - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "sub_df_1.groupby(['time-point','region4']).stigma_scale_score.describe(percentiles=[0.25, 0.5, 0.75])" + "sub_df_1.groupby(['time-point','region4'], observed=True).stigma_scale_score.describe(percentiles=[0.25, 0.5, 0.75])" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": null, "id": "ea19d021", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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countmeanstdmin25%50%75%max
time-pointage4
s118-2987.03.1296430.8272471.3094552.6178943.3071793.6536355.000000
30-44283.03.2951430.7653541.3156282.7895053.3333333.8333335.000000
45-59247.03.4550950.7732471.0000003.0095413.5176064.0088035.000000
60+419.03.4854700.6974801.0000003.0508363.4738463.9841185.000000
s218-29107.03.0171340.5947601.0000002.8333333.0000003.3333334.666667
30-44309.03.2858680.7519181.0000003.0000003.3333333.8333335.000000
45-59251.03.4521910.7188991.0000003.0000003.3333333.8333335.000000
60+335.03.4895520.7541021.3333333.0000003.5000004.0000005.000000
s318-29149.03.0682330.6492701.3333332.6666673.0000003.5000004.833333
30-44356.03.2565540.7364031.0000002.8333333.1666673.6666675.000000
45-59225.03.4644440.7175311.6666673.0000003.5000004.0000005.000000
60+277.03.5066190.6365921.3333333.1666673.5000003.8333335.000000
s418-29154.03.1244590.6435431.0000002.8750003.0000003.5000005.000000
30-44345.03.3135270.7278231.0000002.8333333.1666673.8333335.000000
45-59237.03.4127990.7762301.0000003.0000003.3333334.0000005.000000
60+359.03.5273910.6927681.0000003.1666673.5000004.0000005.000000
\n", - "
" - ], - "text/plain": [ - " count mean std min 25% 50% \\\n", - "time-point age4 \n", - "s1 18-29 87.0 3.129643 0.827247 1.309455 2.617894 3.307179 \n", - " 30-44 283.0 3.295143 0.765354 1.315628 2.789505 3.333333 \n", - " 45-59 247.0 3.455095 0.773247 1.000000 3.009541 3.517606 \n", - " 60+ 419.0 3.485470 0.697480 1.000000 3.050836 3.473846 \n", - "s2 18-29 107.0 3.017134 0.594760 1.000000 2.833333 3.000000 \n", - " 30-44 309.0 3.285868 0.751918 1.000000 3.000000 3.333333 \n", - " 45-59 251.0 3.452191 0.718899 1.000000 3.000000 3.333333 \n", - " 60+ 335.0 3.489552 0.754102 1.333333 3.000000 3.500000 \n", - "s3 18-29 149.0 3.068233 0.649270 1.333333 2.666667 3.000000 \n", - " 30-44 356.0 3.256554 0.736403 1.000000 2.833333 3.166667 \n", - " 45-59 225.0 3.464444 0.717531 1.666667 3.000000 3.500000 \n", - " 60+ 277.0 3.506619 0.636592 1.333333 3.166667 3.500000 \n", - "s4 18-29 154.0 3.124459 0.643543 1.000000 2.875000 3.000000 \n", - " 30-44 345.0 3.313527 0.727823 1.000000 2.833333 3.166667 \n", - " 45-59 237.0 3.412799 0.776230 1.000000 3.000000 3.333333 \n", - " 60+ 359.0 3.527391 0.692768 1.000000 3.166667 3.500000 \n", - "\n", - " 75% max \n", - "time-point age4 \n", - "s1 18-29 3.653635 5.000000 \n", - " 30-44 3.833333 5.000000 \n", - " 45-59 4.008803 5.000000 \n", - " 60+ 3.984118 5.000000 \n", - "s2 18-29 3.333333 4.666667 \n", - " 30-44 3.833333 5.000000 \n", - " 45-59 3.833333 5.000000 \n", - " 60+ 4.000000 5.000000 \n", - "s3 18-29 3.500000 4.833333 \n", - " 30-44 3.666667 5.000000 \n", - " 45-59 4.000000 5.000000 \n", - " 60+ 3.833333 5.000000 \n", - "s4 18-29 3.500000 5.000000 \n", - " 30-44 3.833333 5.000000 \n", - " 45-59 4.000000 5.000000 \n", - " 60+ 4.000000 5.000000 " - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "sub_df_1.groupby(['time-point','age4']).stigma_scale_score.describe(percentiles=[0.25, 0.5, 0.75])" + "sub_df_1.groupby(['time-point','age4'], observed=True).stigma_scale_score.describe(percentiles=[0.25, 0.5, 0.75])" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "id": "80ba4d68", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, sharey=True)\n", "fig.suptitle('Stigma Scale Score over time,\\nby Age Group',fontsize='x-large',fontweight='bold')\n", @@ -1741,9 +423,9 @@ "sns.lineplot(ax = ax2,\n", " data = sub_df_1,\n", " x = 'time-point',\n", - " y = 'score_and_weight',\n", + " y = 'stigma_scale_score',\n", + " weights = 'weight',\n", " hue = 'age4',\n", - " estimator = weighted_mean\n", " )\n", "\n", "ax2.set_title('Weighted')\n", @@ -1760,11 +442,19 @@ "plt.subplots_adjust(top=0.80)\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "baee8963-87ff-4ad3-8fbf-db9aee2ed99a", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1778,7 +468,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.4" + "version": "3.9.20" } }, "nbformat": 4, diff --git a/HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb b/HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb index 5ace4e6b..5611e970 100644 --- a/HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb +++ b/HEAL-notebooks/combined_tutorials/Opioid_Overdose_Trajectories.ipynb @@ -37,7 +37,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "67279522", "metadata": {}, "outputs": [], @@ -51,12 +51,13 @@ "import seaborn as sns\n", "\n", "from IPython.display import Markdown\n", - "import plotly.express as px" + "import plotly.express as px\n", + "from sklearn.cluster import KMeans" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "4280c7b0", "metadata": {}, "outputs": [], @@ -189,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "b140d7e2", "metadata": {}, "outputs": [], @@ -210,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "591bb575", "metadata": {}, "outputs": [], @@ -229,23 +230,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "61402e79", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#draw plot like in publication\n", "fig1_gender = draw_hedegaard_lineplot(opioid_gender,gender_column_labels)\n", @@ -280,33 +268,10 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "b1dc4907", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Figure 2. Drug overdose death rates among those aged 15 and over,\\nby selected age group: United States, 1999–2019')" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#age mapping\n", "age_column_labels = {\n", @@ -352,33 +317,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "9122171d", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Figure 3. Age-adjusted rates of drug overdose deaths involving opioids,\\nby type of opioid: United States, 1999–2019')" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#type\n", "type_column_labels = {\n", @@ -436,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "034552c4", "metadata": {}, "outputs": [], @@ -464,7 +406,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "f862120c", "metadata": {}, "outputs": [], @@ -492,7 +434,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "7a44d26c", "metadata": {}, "outputs": [], @@ -504,7 +446,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "a6671d2c", "metadata": {}, "outputs": [], @@ -518,7 +460,7 @@ "\n", " #make a key showing to retain info on why missing\n", " data[metric_name+'_missing_desc'] = data[metric_name]\n", - " data.loc[~is_missing,metric_name+'_missing_desc'] = ''\n", + " data.loc[~is_missing,metric_name+'_missing_desc'] = np.nan\n", "\n", " #missing for diff reasons but need to make float var from string -- if missing, make a NaN\n", " data.loc[is_missing,metric_name] = np.nan #change missing val strings to NaNs\n", @@ -528,23 +470,10 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "b1fc298a", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#draw the same plot from hedegaard et al data brief but with state level\n", "#data directly from CDC Wonder API\n", @@ -554,7 +483,7 @@ " groupvar=\"type\",\n", " data_structure='long',\n", " lineplot_args={'linewidth':5,\n", - " 'ci':95,\n", + " 'errorbar':('ci', 95),\n", " 'err_style':'band',\n", " 'n_boot':5000}\n", ")\n", @@ -590,23 +519,10 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "ea8e0539", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "g_individual = draw_hedegaard_lineplot(\n", " state_df.loc[is_synthetic_type & ~is_total],\n", @@ -644,7 +560,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "id": "fb3877f6", "metadata": {}, "outputs": [], @@ -660,7 +576,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": null, "id": "34ab5afe", "metadata": {}, "outputs": [], @@ -671,23 +587,10 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "id": "03ebeacc", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#plot a histogram\n", "sns.displot(state_2019_synthetic_sorted_df,x='age_adjusted_rate',bins=20,rug=True)\n", @@ -715,23 +618,10 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "id": "f3bdf835", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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- "text/html": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "display(Markdown((\"### Frequency of synthetic opioid (other than methadone) state death rates for the year 2019\")))\n", "fig = px.choropleth(\n", @@ -2041,27 +789,16 @@ { "cell_type": "code", "execution_count": null, - "id": "2f66b28a-dcf3-4c82-8e96-f01c5bc5abeb", - "metadata": {}, - "outputs": [], - "source": [ - "!pip install scikit-learn" - ] - }, - { - "cell_type": "code", - "execution_count": 28, "id": "b6cd28f5", "metadata": {}, "outputs": [], "source": [ - "from sklearn.cluster import KMeans\n", "kmeans = KMeans(3,random_state=100)" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "id": "2b2582b1", "metadata": {}, "outputs": [], @@ -2078,7 +815,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "id": "ae79be82", "metadata": {}, "outputs": [], @@ -2093,7 +830,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "id": "41c65d82", "metadata": {}, "outputs": [], @@ -2105,7 +842,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "id": "86e257d4", "metadata": {}, "outputs": [], @@ -2129,1101 +866,10 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "id": "bb9f586f", "metadata": {}, - "outputs": [ - { - "data": { - "text/markdown": [ - "# Frequency of synthetic opioid (other than methadone) state death rates for the year 2019" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "colorscale": [ - [ - 0, - "#636efa" - ], - [ - 1, - "#636efa" - ] - ], - "geo": "geo", - "hovertemplate": "Death Rate Cluster=High
State=%{location}", - "locationmode": "USA-states", - "locations": [ - "DE", - "WV", - "MD", - "DC", - "OH", - "CT", - "NH", - "MA", - "NJ", - "ME", - "PA" - ], - "name": "High", - "showlegend": true, - "showscale": false, - "type": "choropleth", - "z": [ - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1 - ] - }, - { - "colorscale": [ - [ - 0, - "#EF553B" - ], - [ - 1, - "#EF553B" - ] - ], - "geo": "geo", - "hovertemplate": "Death Rate Cluster=Medium
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State=%{location}", - "locationmode": "USA-states", - "locations": [ - "NM", - "LA", - "MN", - "MS", - "AL", - "WA", - "CO", - "CA", - "AR", - "GA", - "NV", - "IA", - "AK", - "UT", - "KS", - "SD", - "OR", - "OK", - "ID", - "TX", - "NE", - "HI" - ], - "name": "Low", - "showlegend": true, - "showscale": false, - "type": "choropleth", - "z": [ - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1, - 1 - ] - }, - { - "colorscale": [ - [ - 0, - "#ab63fa" - ], - [ - 1, - "#ab63fa" - ] - ], - "geo": "geo", - "hovertemplate": "Death Rate Cluster=Missing data
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" - ], - "text/plain": [ - " KEY BUYER_COUNTY BUYER_STATE year population count \\\n", - "0 AUTAUGA, AL, 2006 AUTAUGA AL 2006 51328 5470.0 \n", - "1 BALDWIN, AL, 2006 BALDWIN AL 2006 168121 17381.0 \n", - "2 BARBOUR, AL, 2006 BARBOUR AL 2006 27861 2920.0 \n", - "3 BIBB, AL, 2006 BIBB AL 2006 22099 1899.0 \n", - "4 BLOUNT, AL, 2006 BLOUNT AL 2006 55485 2757.0 \n", - "\n", - " dosages pills per capita \n", - "0 2277140.0 0.106570 \n", - "1 6353798.0 0.103384 \n", - "2 827060.0 0.104806 \n", - "3 754210.0 0.085931 \n", - "4 1290295.0 0.049689 " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "arcos_drug_list = pd.read_csv(\"./dea_arcos_drug_list.tsv\", sep=\"\\t\")\n", "arcos_df = pd.read_csv(\"./dea_arcos_county_population.tsv\", sep=\"\\t\")\n", @@ -362,283 +145,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "4af3981b", "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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YearStateDeathsPopulationCrude RateCrude Rate Lower 95% Confidence IntervalCrude Rate Upper 95% Confidence IntervalCrude Rate Standard Error% of Total Deaths% of Population
02000Alabama31.04447100.00.70.470.990.130.01%0.000697
12000Alaska22.0626932.03.512.205.310.750.01%0.003509
22000Arizona195.05130632.03.83.274.330.270.05%0.003801
32000California891.033871648.02.632.462.800.090.21%0.002631
42000Colorado115.04301261.02.672.183.160.250.03%0.002674
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" - ], - "text/plain": [ - " Year State Deaths Population Crude Rate \\\n", - "0 2000 Alabama 31.0 4447100.0 0.7 \n", - "1 2000 Alaska 22.0 626932.0 3.51 \n", - "2 2000 Arizona 195.0 5130632.0 3.8 \n", - "3 2000 California 891.0 33871648.0 2.63 \n", - "4 2000 Colorado 115.0 4301261.0 2.67 \n", - "\n", - " Crude Rate Lower 95% Confidence Interval \\\n", - "0 0.47 \n", - "1 2.20 \n", - "2 3.27 \n", - "3 2.46 \n", - "4 2.18 \n", - "\n", - " Crude Rate Upper 95% Confidence Interval Crude Rate Standard Error \\\n", - "0 0.99 0.13 \n", - "1 5.31 0.75 \n", - "2 4.33 0.27 \n", - "3 2.80 0.09 \n", - "4 3.16 0.25 \n", - "\n", - " % of Total Deaths % of Population \n", - "0 0.01% 0.000697 \n", - "1 0.01% 0.003509 \n", - "2 0.05% 0.003801 \n", - "3 0.21% 0.002631 \n", - "4 0.03% 0.002674 " - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "
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YearStateDeathsPopulationCrude RateCrude Rate Lower 95% Confidence IntervalCrude Rate Upper 95% Confidence IntervalCrude Rate Standard Error% of Total Deaths% of Population
02000Arizona21.05130632.00.410.250.630.090.07%0.000409
12000California81.033871648.00.240.190.300.030.27%0.000239
22000Colorado19.04301261.0Unreliable0.270.690.100.06%0.000442
32000Florida78.015982378.00.490.390.610.060.26%0.000488
42000Georgia14.08186453.0Unreliable0.090.290.050.05%0.000171
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" - ], - "text/plain": [ - " Year State Deaths Population Crude Rate \\\n", - "0 2000 Arizona 21.0 5130632.0 0.41 \n", - "1 2000 California 81.0 33871648.0 0.24 \n", - "2 2000 Colorado 19.0 4301261.0 Unreliable \n", - "3 2000 Florida 78.0 15982378.0 0.49 \n", - "4 2000 Georgia 14.0 8186453.0 Unreliable \n", - "\n", - " Crude Rate Lower 95% Confidence Interval \\\n", - "0 0.25 \n", - "1 0.19 \n", - "2 0.27 \n", - "3 0.39 \n", - "4 0.09 \n", - "\n", - " Crude Rate Upper 95% Confidence Interval Crude Rate Standard Error \\\n", - "0 0.63 0.09 \n", - "1 0.30 0.03 \n", - "2 0.69 0.10 \n", - "3 0.61 0.06 \n", - "4 0.29 0.05 \n", - "\n", - " % of Total Deaths % of Population \n", - "0 0.07% 0.000409 \n", - "1 0.27% 0.000239 \n", - "2 0.06% 0.000442 \n", - "3 0.26% 0.000488 \n", - "4 0.05% 0.000171 " - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "annual_overdoses = pd.read_csv(\"./CDC_WONDER_unintentional_overdoses.tsv\", sep=\"\\t\")\n", "annual_suicides = pd.read_csv(\"./CDC_WONDER_suicide_overdoses.tsv\", sep=\"\\t\")\n", @@ -691,23 +201,10 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "1623440a", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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lAk5tG7T2hwXj7Q+thbM4MjMfRtnPnkW5gXNv4DsRMeUGGa2fCa76YV/KvnQW5YahzkfrpDZdl1Zbbqj+djsAdrvcfL/q7zfbJ1Z3Rj+qj+XqtD/lRoRD6J6Mdy1X5dFdprVaiCZz8Px19XfPzhnVCfd+wKUd3RMmo1WH73ZpwepWh8n6GuUGnGdHxAPHWe5tlMuSX80ytmanbmVpTft1l3ntxtuGG1P6C94C/GE96/ktsHF0/4WxCW+rzPwnpT/kPMYZfSEiHkQ58a6gbMf2dfyW0oVg7yg/OvCflKT0Kx2r+Vn1d6xuRZP12+rveO9Hu99Ufx8Tsc6QbkG5bN6+3B0yczQzf5OZh7Gm/2Rr+K+LKEnNQ2OSQ9lVyc1Fmflp4Akd6x3Pvgz+eHoJpXvIQztHR6n6HT+yh3V36tbvuOuxuYq907qLd3Ve9Xes0XbWZyrboLWfT2aUCeCOLz7fyMwXUG6I3I5yM6UGxARXPalOHi+lnPT+KzNf3uWxL6Vl6N8i4qHTWLzWr1W9JNrGyI2I3eg+/FGrb+3uHdPfCXS7OaYvMvMvwGco/b32nWi5ImIf1lxabXcD5f2YyKXplm9SWjReGhF3XIqt3t8PURLvoyaxvk5j1WF7Sp/nnmTmDZTLhhsB324fEqot1pIq1nWMfYlx//bWzur/91C2Z2frY6ezKTcjPSUiOm8Ceg9l/N3j2m8AGkOrdfSQ9haeiNiRNcNzTdS7KPvDuyLi5Z0zI+IBlPd+I+CdmXnjGOW5E/BGSt/0M7PjRzIy8zzKyf9FEfGCLnFGYnI/13os5YvaW6v+5631LKBsy7Vk+cGM0yndCF7WMfuVlF+xOq1V7ojYPiLGa61fWa33Nsol9nsDH+mW5EYZ93hR9f/W0TZ+61jrHct0HU+z3ER3PKX1svPLz8uZxJBfEfHkiNi7W2ts1e2rdWXqrLZZrWPzvh0veStwn4nEzfJrhD+nfKlZZ4zoiBi3ZXeK2+AzlO4en4zuYytvVt1w2Xq+Z5cvXHNY09Vh3P1BvbEPrnr1OMoB6czscqd/my9RWneWUC6dDlxmnlvdKPA44JzqRpN7Uy4PfZt1xyH8HOXkcmJEHE9JhHalXNL+LuP3LezVIZQT8/26zDuGcvn0k1F+cOIvlFaOx1Mud611B3d1Q1PrwH8M5W7gUeCYKpleR2Yur04Sx1HGa/0q5Y7gf6fcMHIeZQzZqTqvejw/ytiT51K6XTyDsm27DkQ/GZn5iSjjzO4P/K66ge8iSgvmnpRtdjXwjM4Erc0llBtCTqyeP4cyDNLhmTnuflvdmLIvpRvG9yLiBMp7tVsV/8+UL0vrczTlbvQnA7+OiJMpJ8QXUW6oefoE1tEq018i4qmUJPaLUcZMPoM1P9X7FMrYqQfm2L9idixlpI8DKI0iY43k8CJKkvl/EfFm4FeUFut7UbbBQsp7MZFy/yki3ke5rH9+9Xm8jfJ+nE/30VJeQ0mivhgRe1FGVNieso9dW81veQLw4er4cAnls37fatmVrBnZg6reD6Ek+E+rjiPXUFofd6TsV7tV03YGToqI86r4f6+WeyblM3jEeqo+ncfTd1KOIe+PMn7zryn7xFNZM5buRDyQUq9/VNvmz5SbR+9frWsj4LOZ+bO213yJ0l3jwIjYuXrNQykNCWdS7neYiP+g7M9fiIgXUxL/eZT3/cGUL5XjmdQ2yMwLIuK1lC89f4iI71Vln0/Zf/agNAS8unrJN4DlEXEu5Vgwh7LvbQd8bazjsfokZ8BYZT5m74Ny8ks6xm3tstwCykn1RqoxLynjNl4+xvJnsO74oEfRMT5i27wD6TJuI+UAdzTlBPYvygHwiYw9Du6elJPkckrL13cpJ7d11k8P4+COMX8/1oy92FmunSiJ0/VV2c6gHJjHqsc2VdlvoJxY7yj7WK+p5j2aMjj/DZRuE3+g3IizcZdl1xlXsm3eOu8t1V3hlJtCbqEkKq+lnNDX2Y7d9oEJbuddqvf8ckqyspySbB0AbDbe/kY5OX4I+GtV/4spPwYQHcvvyRjj0VKSnhMoSdWtVTk+BtxtIvt5Nf3OVTmWVXX4PWWs2jHjrmeb3KWq/y8pLfWrKCfco4FdJvD6H1Zxb6H0PxwvzsGUbg3/onR7uITSpeFZ69tHuqzv5VXdV1FuvPswpTW5675H+QJ7JGXUg9XV3yPpGJeVksR8rNov/lFt4z9TjjHbdVnvBpSW4LOq7bey2n4nU5KZjavlFlN+uOQcypep1nY+Edh1Att52o6n1fR7UfrA30AZ8u/HlO4cBzLxcXAXVu/TCZTPy3LKfv83SkPCc8Z43U6UG9L+WW3Tb1CS4qOY4Di41bwtqvfyz9X2vo7yBfotHcuNtc9MehtQhlw7jnIsu5XyWf9l9d4/sG2511C+XF5O+ez8g3Kl49XAnMl8hn1M/hHVmyBJQyvKT3jukW03iEiSZi/74EqSJKlRTHAlSZLUKCa4kiRJahT74EqSJKlRbMGVJElSo5jgSpIkqVH8oYdK9Wsj96CM2yhJkqSZaT7wtxynn60J7hr3oAyqLkmSpJltMeXHNroywV1jBcAVV1zBggUL6i6LJEmSOixfvpytttoK1nPF3QS3w4IFC0xwJUmSZjFvMpMkSVKj1J7gRsSBEZEdj4vb5s+LiE9HxHURcXNEnBgRW7TN37p6zc5t0+ZHxOkRcWFELJ7mKkmSJKlGtSe4ld8Dd2977N427whgL+B5wB6Um8FOGmtFEbEQOB3YGHh0ZnrjmCRJ0hCZKX1wb8vMv3dOjIhNgSXAPpl5WjXtpcBFEbFrZp7bsfxWwA8pd9XtnZk3D77okiRJmklmSoL7gIj4G7ASOAfYLzP/CuwCzAFObS2YmRdHxF+B3YD2BHdb4MPAL4AXZeaq8QJGxFxgbtuk+QCjo6OMjo72XiNJkiT11URztJmQ4P4M2Bf4A6V7wgHATyJiB2BL4NbMvLHjNVdX89p9GTgbeF5m3j6BuPtVsdZy7bXXsnLlysmUX5IkSdNgxYqJ/R5X7QluZp7c9vT8iPgZ8Bfg+cAtk1jVt4BnAs8GTpjA8ocCh7c9nw8sW7hwocOESZIkzUDz5s2b0HK1J7idMvPGiLgEuD+lP+1GEbFZRyvuFkBnn91DgPOBYyMiMvP49cRZBdzRjaH8Ui+MjIwwMjJT7r2TJElSy0RztBmXyUXEJsD9gKuAXwKrgce3zd8WuBelr+5aMvNg4EDgKxHxgukoryRJkmaW2ltwI+IjwLcp3RLuARwE3A4cl5k3RcRS4PCIuB5YDnwSOKdzBIWWzDwkIm6nJLkjmXnctFREkiRJM0LtCS6wGDgOuCtwLXAWsGtmXlvNfwswCpxIGfXgFOC1460wMz8YEaPAMVV3hWMHVXhJkiTNLJGZdZdhRoiIBcBNN910kzeZSZIkzUDLly9n0003Bdg0M5ePtdxMaMGVJEnSLLJ06VKWLVv7x2IXL17MkiVLairR2mbcTWaSJElSL0xwJUmS1CgmuJIkSWoUE1xJkiQ1igmuJEmSGsUEV5IkSY1igitJkqRGMcGVJElSo5jgSpIkqVFMcCVJktQoJriSJElqFBNcSZIkNYoJriRJkhplw7oLIEmSNNstXbqUZcuWrTVt8eLFLFmypKYSDTdbcCVJktQoJriSJElqFBNcSZIkNYoJriRJkhrFBFeSJEmN4igKkiRJs5SjN3RnC64kSZIaxQRXkiRJjWKCK0mSpEYxwZUkSVKjmOBKkiSpUUxwJUmS1CgmuJIkSWoUE1xJkiQ1igmuJEmSGsUEV5IkSY1igitJkqRGMcGVJElSo5jgSpIkqVFMcCVJktQoJriSJElqFBNcSZIkNYoJriRJkhrFBFeSJEmNYoIrSZKkRjHBlSRJUqOY4EqSJKlRTHAlSZLUKCa4kiRJahQTXEmSJDWKCa4kSZIaxQRXkiRJjbJh3QWQJEnqp6VLl7Js2bK1pi1evJglS5bUVCJNN1twJUmS1CgmuJIkSWoUE1xJkiQ1igmuJEmSGmVGJbgR8c6IyIj4WNu0eRHx6Yi4LiJujogTI2KLtvlbV6/ZuW3a/Ig4PSIujIjF01sLSZIk1WnGJLgR8TDgVcD5HbOOAPYCngfsAdwDOGmc9SwETgc2Bh6dmcvGWlaSJEnNMyMS3IjYBPgK8ArghrbpmwJLgLdm5mmZ+UvgpcAjI2LXLuvZCvgJcBPwuMy8bjrKL0mSpJljpoyD+2ngu5l5akS8p236LsAc4NTWhMy8OCL+CuwGnNu27LbAh4FfAC/KzFXjBYyIucDctknzAUZHRxkdHe2lLpIkqUaZ2XXaIM/vdcQcxrgTXX/tCW5EvBB4CPCwLrO3BG7NzBs7pl9dzWv3ZeBs4HmZefsEQu8HHNA58dprr2XlypUTeLkkSZqJVq9e3XXaNddc06iYwxh3xYoVE1qu1gS36lLwceAJmdlrVvkt4JnAs4ETJrD8ocDhbc/nA8sWLlzIggULeiyKJEmqy5w5c7pOW7RoUaNiDmPcefPmTWi5ultwdwEWAb+KiNa0DYDHRMTrgScBG0XEZh2tuFsAf+9Y1yGUG9SOjYjIzOPHC1x1YbijG0Mr/sjICCMjM6JrsiRJmoK2nGKtaYM8v9cRcxjjTnT9dSe4PwJ27Jj2JeBi4EPAFcBq4PHAiQARsS1wL+CczpVl5sERMQp8pUpyvzrAskuSJGkGqjXBzcwVwAXt0yLin8B1mXlB9XwpcHhEXA8sBz4JnJOZ53aur1rnIRFxOyXJHcnM4wZaCUmSJM0odbfgTsRbgFFKC+5c4BTgteO9IDM/WLXkHlO15B47+GJKkiRpJphxCW5m7tnxfCXwuurRbfnLgXU6gmTmYcBh/S+hJEmSZjLvppIkSVKjmOBKkiSpUUxwJUmS1CgmuJIkSWoUE1xJkiQ1igmuJEmSGsUEV5IkSY1igitJkqRGMcGVJElSo5jgSpIkqVFMcCVJktQoJriSJElqFBNcSZIkNYoJriRJkhrFBFeSJEmNYoIrSZKkRjHBlSRJUqOY4EqSJKlRTHAlSZLUKCa4kiRJahQTXEmSJDWKCa4kSZIaxQRXkiRJjWKCK0mSpEYxwZUkSVKjmOBKkiSpUUxwJUmS1CgmuJIkSWoUE1xJkiQ1igmuJEmSGsUEV5IkSY1igitJkqRGMcGVJElSo5jgSpIkqVFMcCVJktQoJriSJElqFBNcSZIkNYoJriRJkhplw7oLIEmSmmnp0qUsW7ZsrWmLFy9myZIlNZVIw8IWXEmSJDWKCa4kSZIaxQRXkiRJjWKCK0mSpEYxwZUkSVKjmOBKkiSpUUxwJUmS1CgmuJIkSWoUE1xJkiQ1igmuJEmSGsUEV5IkSY1igitJkqRGMcGVJElSo9Se4EbEayLi/IhYXj3OiYintM2fFxGfjojrIuLmiDgxIrZom791RGRE7Nw2bX5EnB4RF0bE4mmukiRJkmpUe4ILLAPeCewCPBQ4DfhmRGxfzT8C2At4HrAHcA/gpLFWFhELgdOBjYFHZ+aywRVdkiRJM82GdRcgM7/dMendEfEaYNeIWAYsAfbJzNMAIuKlwEURsWtmntv+wojYCvghcCWwd2bePPgaSJIkaSaZCS24d4iIDSLihZTW13MorbpzgFNby2TmxcBfgd06Xr4tcDZwIfBUk1tJkqThVHsLLkBE7EhJaOcBNwPPyswLq361t2bmjR0vuRrYsmPalykJ7vMy8/YJxJwLzG2bNB9gdHSU0dHRqVRDkiS1ycyu0wZ9nq0j7jDVtc64E13/jEhwgT8AOwObAs8Fjo6IPSa5jm8BzwSeDZwwgeX3Aw7onHjttdeycuXKSYaWJEmdVq9e3XXaNddc07i4w1TXOuOuWLFiQsvNiAQ3M28F/lQ9/WVEPAx4E/BVYKOI2KyjFXcL4O8dqzkEOB84NiIiM49fT9hDgcPbns8Hli1cuJAFCxZMsSaSJKllzpw5XactWrSocXGHqa51xp03b96ElpsRCW4XI5TuA78EVgOPB04EiIhtgXtRujSsJTMPjohR4CtVkvvVsQJk5ipgVet5RJTAIyOMjMyorsmSJM1KrXNr57RBn2friDtMda0z7kTXX3uCGxGHAidTbhybD+wD7Ak8KTNvioilwOERcT2wHPgkcE7nCAotmXlIRNxOSXJHMvO46aiHJEmSZobaE1xgEeUGsbsDN1G6GTwpM39YzX8LMEppwZ0LnAK8drwVZuYHq5bcY6qW3GMHVXhJkiTNLLUnuJm5ZD3zVwKvqx7d5l8OrNNOnpmHAYf1oYiSJEmaRexsKkmSpEYxwZUkSVKj1N5FQZIkDdbSpUtZtmzZWtMWL17MkiXj9hKUZi1bcCVJktQoJriSJElqlL52UYiIRwEPAn6SmX/o57olSZKkiZhyghsRxwKrMvOl1fNXA5+pZq+KiKdn5o/6UEZJkiRpwnrporA75RfIWvYD/gdYAHwNOKCHdUuSJElT0kuCuxC4CiAitge2Aj6emTcDRwM79l48SZIkaXJ6SXCvA+5d/f9k4KrM/H31fIMe1y1JkiRNSS83mZ0MfCgidgL2BY5pm7cDcFkP65YkSZKmpJcE9+2UltonA99j7T63zwK+38O6JUmSpCmZcoKbmTcBLxtj3u5TLpEkSZLUA/vJSpIkqVGmnOBGxJ0i4gMRcUlE/Csibu989LOgkiRJ0kT00gf308A+wHHAhcCtfSmRJEmS1INeEty9gLdn5qf6VRhJkiSpV730wb0duKRfBZEkSZL6oZcE97PAi/tVEEmSJKkfJtVFISLe2vb0n8CjI+KnwKnAjR2LZ2Ye0VvxJEmSpMmZbB/cj3SZdi9g1y7TEzDBlSRJ0rSaVIKbmY6bK0mSpBmtl3FwHxMRm4wxb+OIeMzUiyVJkiRNTS8tsqcD240x74HVfEmSJGla9ZLgxjjzNgZu6WHdkiRJ0pRMdhSFXYFHtk3aJyJ271hsHrA3cFGPZZMkqXGWLl3KsmXL1pq2ePFilixZUlOJpOaZ7CgKTwIOqP5P4I1dlllNSW5f20O5JEmSpCmZVBeFzDwoM0eq0RQC2LX1vO0xNzN3zsyfDqbIkiRJ0tgm24J7B4cMkyRJ0kw05QS3JSLmAfel9L1dS2b+qtf1S5IkSZMx5QQ3IjYCPgv85zjr2WCq65ckSZKmopduBgcATwT2pfTHfT3wUuBHwOXAXj2WTZIkSZq0XhLc5wEHAsdXz8/LzC9n5hOBszDBlSRJUg16SXAXA5dk5u3ASuAubfP+l5IAS5IkSdOqlwT3KmCz6v/LgD3b5m3Tw3olSZKkKetlFIUzgEcD3wa+CHwkIh4E3Ao8Ezi218JJkiRJk9VLgvtu4G4AmfmxiAjgucCdgE8A7+u9eJIkDYY/mSs1Vy8/9PB34O9tz48AjuhHoSRJkqSp6scPPdwF2AHYCjg5M2+ofvzh1swc7XX9kiRJ0mRM+SaziBiJiA8AVwBnAscA96lmnwTs33vxJEmSpMnppQX3fZQfd3gb5ccdLmmb9y3g5cBBPaxfkjQE7Asrqd96SXD3Bd6VmZ+PiM6f5P0zcL8e1i1JkiRNSS/j4N4VuGiMeRsAc3pYtyRJkjQlvSS4lwBPGGPensAFPaxbkiRJmpJeuigcAXwxIlYDX6umLY6I3YA3UrowSJIkSdOql3Fwj4qIzYEDgXdVk78B/At4T2Ye33PpJEmSpEnqaRzczDw8Ir4APJLyq2bXA+dk5k39KJwkSZI0WVNKcCNia8owYLsBWwJJ+VWzs4HfAya4kiRJqsWkbzKLiH0ooye8C9iGksyuALal/LjDHyLi+f0spCRJkjRRk0pwI+KBwJGUltrtM3OrzHxkZu6WmVsBOwLnAkdHxDb9L64kSZI0vsl2UXgdcCnw1My8tXNmZv4+Ip4C/Lpa9k29F1GSNF38VTFJTTDZLgp7AF/olty2ZOYq4AuUsXAlSZKkaTXZBPdewO8msNzvgK0nXRpJkiSpR5NNcOdTbihbn5uBTSaywojYLyJ+HhErIuKaiPhGRGzbscy8iPh0RFwXETdHxIkRsUXb/K0jIiNi57Zp8yPi9Ii4MCIWT6x6kiRJmu0mm+AGZUiwftoD+DSwK+Wnf+cAP4iIjduWOQLYC3hetfw9gJPGLGTEQuB0YGPg0Zm5bKxlJUmS1CxTGQf39IgYXc8yE06cM/PJ7c8jYl/gGmAX4McRsSmwBNgnM0+rlnkpcFFE7JqZ53a8fivgh8CVwN6ZefNEyyJJkqTZb7IJ7kEDKcXaNq3+Xl/93YXSqntqa4HMvDgi/kr5oYn2BHdb4MPAL4AXVTe8dRURc4G5bZPmA4yOjjI6ur78XZIG68gjj+TKK69ca9o973lPXvaylw00bua6F+kyc6DHxTpiDlvcYaprXXGHqa51xp3o+ieV4GbmQBPciBgBPgacnZkXVJO3BG7NzBs7Fr+6mtfuy5Qxep+XmbevJ9x+wAGdE6+99lpWrlw5yZJLUn+tXr2667RrrrmmcXGHqa51xR2mutYVd5jqWmfcFSsmcivYFH+qd4A+DewA7D7F138LeCbwbOCE9Sx7KHB42/P5wLKFCxeyYMGCKYaXpP6YM2dO12mLFi1qXNxhqmtdcYeprnXFHaa61hl33rx5E1puxiS4EfEp4OnAYzpuCvs7sFFEbNbRirtFNa/dIcD5wLEREZl5/Fjxqu4Ld3RhiAgARkZGGBmZ9C8YS1JftY5JndMGfXyqI+4w1bWuuMNU17riDlNd64w70fXXnuBG2UKfBJ4F7JmZl3Us8ktgNfB44MTqNdtSxuQ9p3N9mXlwdRPcV6ok96uDLL8kSZJmltoTXEq3hH2AvYEVEdHqV3tTZt6SmTdFxFLg8Ii4HlhOSYjP6RxBoSUzD4mI2ylJ7khmHjcN9ZAkSdIMMBMS3NdUf8/omP5S4Kjq/7cAo5QW3LnAKcBrx1tpZn6wask9pmrJPbZfBZY0PJYuXcqyZWsPpb148WKWLFlSU4kkSetTe4Kbmet24lh3mZXA66pHt/mXU36EonP6YcBhPRZRkiRJs4h3U0mSJKlRTHAlSZLUKCa4kiRJahQTXEmSJDWKCa4kSZIaxQRXkiRJjVL7MGGSNFGOSStJmghbcCVJktQoJriSJElqFBNcSZIkNYoJriRJkhrFBFeSJEmN4igKkibN0QwkSTOZLbiSJElqFBNcSZIkNYoJriRJkhrFBFeSJEmNYoIrSZKkRjHBlSRJUqOY4EqSJKlRTHAlSZLUKCa4kiRJahQTXEmSJDWKCa4kSZIaxQRXkiRJjWKCK0mSpEYxwZUkSVKjmOBKkiSpUUxwJUmS1Cgb1l0ASVO3dOlSli1btta0xYsXs2TJkppKJElS/WzBlSRJUqOY4EqSJKlRTHAlSZLUKCa4kiRJahQTXEmSJDWKCa4kSZIaxQRXkiRJjWKCK0mSpEbxhx6kPvFHFyRJmhlswZUkSVKjmOBKkiSpUUxwJUmS1CgmuJIkSWoUE1xJkiQ1igmuJEmSGsVhwtQ4DtclSdJwswVXkiRJjWKCK0mSpEYxwZUkSVKjmOBKkiSpUbzJTAPjzV6SJKkOtuBKkiSpUWpPcCPiMRHx7Yj4W0RkRDyzY35ExPsi4qqIuCUiTo2IB3Qss9brImJORBwXEVdGxA7TUxNJkiTNBLUnuMDGwG+B140x/x3AG4FXA48A/gmcEhHzui0cEXcGvgU8DNg9My/oe4klSZI0Y9XeBzczTwZOBoiIteZFmfBm4P2Z+c1q2kuAq4FnAv/XsfxmwHeBTSjJ7d8HWnhJkiTNOLUnuOtxH2BL4NTWhMy8KSJ+BuzG2gnulsCZwM3AHpl543grjoi5wNy2SfMBRkdHGR0d7Uvhh11mdp026O07THGHqa51xR2mutYVd5jqWlfcYaprXXGHqa51xp3o+md6grtl9ffqjulXt81r+ThwKfCEzPzXBNa9H3BA58Rrr72WlStXTrac6mL16tVdp11zzTXGncUxhy3uMNW1rrjDVNe64g5TXeuKO0x1rTPuihUrJrTcTE9wJ+M7lG4LrwKOmMDyhwKHtz2fDyxbuHAhCxYs6H/phtCcOXO6Tlu0aJFxZ3HMYYs7THWtK+4w1bWuuMNU17riDlNd64w7b17XW7DWMdMT3FYf2i2Aq9qmbwH8pmPZYyg3lx0ZEZGZhzOOzFwFrGo9b/X/HRkZYWRkJtx7N/t19qluTRv09h2muMNU17riDlNd64o7THWtK+4w1bWuuMNU1zrjTnT9Mz3BvYyS5D6eKqGNiAWU0RQ+27lwZh4dEaPAlyJiJDM/Mo1llSRJ0gxQe4IbEZsA92+bdJ+I2Bm4PjP/GhEfA94TEX+kJLwHA38DvtFtfZl5TJXkHl215H54kOWXJEnSzFJ7ggs8FDi97Xmra8HRwL7AYZSxcr8AbAacBTw5M8e8Eywzv1IlucdULbkfGkC5JUmSNAPVnuBm5hnAuh051sxP4L3VY6xl1nl9Zh4HHNeHIkqSJGkW8W4qSZIkNYoJriRJkhql9i4Kmh5Lly5l2bJla01bvHgxS5YsqalEkiRJg2ELriRJkhrFBFeSJEmNYoIrSZKkRjHBlSRJUqOY4EqSJKlRHEVhmjmagSRJ0mDZgitJkqRGMcGVJElSo5jgSpIkqVFMcCVJktQoJriSJElqFBNcSZIkNYoJriRJkhrFBFeSJEmNYoIrSZKkRjHBlSRJUqOY4EqSJKlRTHAlSZLUKCa4kiRJahQTXEmSJDWKCa4kSZIaxQRXkiRJjWKCK0mSpEYxwZUkSVKjmOBKkiSpUUxwJUmS1CgmuJIkSWoUE1xJkiQ1igmuJEmSGsUEV5IkSY1igitJkqRGMcGVJElSo5jgSpIkqVFMcCVJktQoJriSJElqFBNcSZIkNYoJriRJkhrFBFeSJEmNYoIrSZKkRjHBlSRJUqOY4EqSJKlRTHAlSZLUKCa4kiRJahQTXEmSJDWKCa4kSZIaxQRXkiRJjWKCK0mSpEYxwZUkSVKjmOBKkiSpUWZNghsRr4uIyyNiZUT8LCIe3jbv8oh4c9vziIiPRMTyiNizhuJKkiSpJrMiwY2IFwCHAwcBDwF+C5wSEYu6LLsBsBR4CfDYzDxjGosqSZKkms2KBBd4K/DFzPxSZl4IvBr4F/Cy9oUiYi5wAvDvwKMz85fTXlJJkiTVasO6C7A+EbERsAtwaGtaZo5GxKnAbm2LbgJ8F1gMPCozr1jPeucCc9smzQcYHR1ldHS0T6VfV2Z2nTbImHXFHaa61hV3mOpaV9xhqmtdcYeprnXFHaa61hV3mOpaZ9yJrj+6FXAmiYh7AFcCj8zMc9qmHwbskZmPiIjLgbsDK4AHZea1E1jvgcABndMvueQS5s+f36fSS5IkqV9WrFjBNttsA7BpZi4fa7kZ34I7CT+gdE14F/CWCSx/KKVfb8t8YNnChQtZsGDBAIonSZKkXsybN29Cy82GBPcfwO3AFh3TtwD+3vb8R8AngW9GxEhmvmm8lWbmKmBV63lEADAyMsLIyGzpmixJkjQ8JpqjzfhMLjNvBX4JPL41LSJGqufndCz7A2Av4BUR8YnpLKckSZJmhtnQggulK8HREfEL4DzgzcDGwJc6F8zMUyPi6cC3q5bc109rSSVJklSrWZHgZuZXI2Ih8D5gS+A3wJMz8+oxlj8tIp4GfCdK34PX50y/m06SJEl9MeNHUZguEbEAuOmmm27yJjNJkqQZaPny5Wy66aawnlEUZnwfXEmSJGkyTHAlSZLUKCa4kiRJahQTXEmSJDWKCa4kSZIaxQRXkiRJjWKCK0mSpEYxwZUkSVKjzIpfMptOy5ePOWawJEmSajTRPM1fMqtExD2BZXWXQ5IkSeu1ODOvHGumCW4lIgK4B7BimkLOpyTUi6cxZl1xh6mudcUdprrWFXeY6lpX3GGqa11xh6mudcUdprrWFXc+8LccJ4m1i0Kl2khjfhPot5JPA7BivN9SbkLcYaprXXGHqa51xR2mutYVd5jqWlfcYaprXXGHqa41xl1vHG8ykyRJUqOY4EqSJKlRTHDrswo4qPrb9LjDVNe64g5TXeuKO0x1rSvuMNW1rrjDVNe64g5TXeuMOy5vMpMkSVKj2IIrSZKkRjHBlSRJUqOY4EqSJKlRTHAlSZLUKCa4kiRJahQTXM1K0fbTKdMct5bPzHTXt8btO7eOuMOmrvd3mNSxjSNig+mOWZc6jsURMa+u2FXcOvapWXusMMHto84dYTbvGDNV2wF8uhO+uwFk5uh0nkQi4n4RcZfxfm97ADHvAzwvIjadrphV3G2BH0bE/acx5sYRsVFE3KV63ugTV+e+O531HZbjYURsVP07t3o+8HpHxJYAmXn7NB+fHhARO09XvLa49wNeHxELpzHmdsDFEbFTZo5OY9wFEXGXiNgyM3O6PrMRsWHr3+r5rMsXZ12BZ6rq5HxQRBwVES+PiAdOx84YEVtExDaDjDFG3PtExKsj4vCIeEIrARxwzG2Aj0TEicB7qkRs4Kq4l0bEF2D6TiIRsRPwR+BZg47VFvPfgPOABwMLq2kDP05UJ8lzgd2Bf5uOuNUJ63jgDOCUiNh1Ok5cEbFtRLSOFa+PiB2rY8VAE6GIeBDwyYj4BvCBiNhl0PWNiMURsQvANH9Ju39EvCsijq6Ox1tPU9wHAp+PiFOqvzsMut5Vsve3iPgeTPvx6Q/AboOO1RH334CfAfcG7lZNG/SxYmfgJ8C9gCdMR8wqxvbAd4AfAedHxBOn6Rj1IOATEXECcERE7DadSX2/mOD2QXWi/BmwHfAA4OWUlqjHVy1+AzlxVTvhecDB1QdhWkTEjsBZwDOApwOfBF4WESMDrOuOwE+Bu1D226cAL4rKIGK22Q64BdgxIj4Pd5xEBvb5qU4eZwOHZeaRg4rTEXMr4NvA0Zm5X2b+qZq1YTV/IPWt6vpT4CPACcC7oLSWDyJeFXM7yj58CXAScDnlC+q8Qe5PEbEDcA6wGNgMeBpwZkQ8aZCJUJV4nQvcGbgN2AU4OyJePMCY2wK/AD4bEbsPKk6XuDtQ9qedKMfjVwL/HREbDzhu6xi1CvgzsAXw1oiYM+Bj1CJgGXD/iPg+TNvx6aeU49NnBxWnS9y7Uz6vR2fm2zLzomrWwLo2VXU9B/gY8HHg1RGx4SDP7VXcBwJnUj63Hwa+DnwqIhZU8wd1rt2ecu4J4FrKfvzj6oviQD9DfZeZPnp4ABsAxwD/2zZtZ+B/KCeSp1XTRvoc9x6UnfA3lOT6f4AdpqG+96YkBYcAc6pph1JaGucNKOZ9KQnI+9um/Q/w8er/DQdc56dQWir+Gzgf+FzbvE0GEO+BwGpg/9a+AzyOcqJ+JHDPAdXzBcDpbTHfDxwHnAg8bkAxd6YkBIdWzx9bvdcvGOD7OY9ykvxM27SXAf8LzAHuNqC4GwPfBz7cNu0hwPXASuB5rW0/gNifBr7e9nwRcHB1jHpNNS36GG9L4HTKl4jvAacAjx7Ue9oWdyvg9639qZr2WkrCeY8Bxr0P8KeOY9QBwNLWez+I95aShOwKXAi8qDpOfbdtft/r3HZ8OrStDM8G9gNeCGwzwO38JODs1rYEPkFp4TwPeDF9PgdVx6fVwAeq51sDfwX+36DqWMXZEDiaksi3pv17dSy+C7B4QHHnAl8DPtE27e7ARdVx+q2t93yQ9e/Xwxbc3o1QDqpXtCZk5m8oH/YvAF8b0KXPBwIrgP8CPkO5pPzmqvViIKrLXnsDv6a02rbq9DFgI0prySBiPoFyieajbd9abwF2iIgzgC9FxCP7HbvN74BfUpLqLwG7RcRHI+JI4D8iYk6/AlWtLs+nfHH6WjX5h8DhwGHAl4Gjq8t0/bYVcFP1/1nAQynbOYFTI+JlVRn70nIQEZsDXwQOz8z9qsm/oyR8T+tHjDFsBNyPkgi13A94NPBz4OcRsW9Vxn62ksyjbONzW+vOzF8Bp1FaiP43Ih4xgGMFlITzutaTzLwmM/cH9gc+HRFPzexrN4nFwO3AOyhJyO2UbkWP7tP611GV/bGUL+Cfa2vBXFr93W5QsYGHURocPtE2bQHw0Ij4GfD9qpW+r61+WbKN8ykJ7pmUL+HbRMRJ1fHplRFx537Fq+xBOT6dVW3j04F3Aq+mXH35XkQMqtvCXSlfyqB0LXoA8FtKI8/RVTn68rmNiPmUL/kfycx3VZOvozQqPbbX9a/HhpQvTZe2Tdu9ivtj4IKIOCD6f1PuHMo2/T2UfriZeRVl3z6V0kXwadV+N/PVnWE34QF8iuryecf0rShJyneBBX2OOQ/Yre35S1mThO3YNr2v37QoCfUbO6YtAm4A9hzQ9r0vsH3b8/dSEq/9gIOA/6O00NxnQPHvTDmI7lz9/wrgH5QEf8dqmQ36GG8L4POUVr3fUb6170Q5+DyL0hp2PH1uPQb2Af4OLKn22c3b5r2L0pKxfZ9jPqzt/w2qv8+q3t89BvR+BnAsJTF4DuXy3z+rffup1X51O31ucaT0af4p8G6qlibKSexKSgvYyZRW5A0G8Lk9gNLydI/WNqj+zgE+S0mQtuxzzJ3a/n8qa1pyH9M2faT9bx9iPhV4Vcd7vQnlEv5zB7E/VXE2A7Zte/7/qn34TcCrKI0Qq2g7Nvcx9lzgV6y5WvjY6njcfnzq61Wuan+6jdJq/TVgm2q/fVh1bPo5sGgAdX1ytV1fUh0XF7XNe3FV50f1Md42bf+39tVHVXGeM6j9qYrzcWA55QrEp4B/UVrId6Ycq0eBZ/U55hzgW5Q8YkE17d6UrgpPoDTwnAXceZB171t96i5AEx6UFrdfA28F5nfM+6/qBLbVAOJGl1itJHeHatp7gX8bUL1bJ8l5lEsYD2+b94x+1rkt1lxK8vW0tnm7A1cDTxhAHedQvk2fAuxeTfs/SkvnJVTdJAYQd2F1Uvw58KCOeW8GrqLPXRWqA9m3KP0mT6+mtQ7qi6r6Pn9Q+1Hb862rMryvvQx9jvk44KuUfm1/BF7ZNm8j4ALgwAHEPYLyZekrlCRoBfCpat7bq7h9+bLUvt2Ah1cnpk9SJQVt7+3jq2PUzv2M2WXeUyhJ/PepvjxQrv48og9x19lm7ftVtT89o+35S+jDpfQx4m5EuXr3hLZprS8yL+7z+9o6Lh4FPLP6/1hKS+NfaOuW0u+6Ur6ond+53wDPpTQA9CWZ76jvCKXb1KWUL2UbUxLr1r78K+AtfYg5Z4zpAcwHvkm5mnanfh6fOup6X0piewzlvP72jmXPAj47gLhvolxR+jHwAeDmVhxKgn0ZsGm/6jzIR2sYCE1QdTfuEyjfnpZl5imZeXx16e1VwC0R8dXMvL56yc8p37zmDyBuVvM2yMzbM/Po6srMG4E3VZ3Rn8uaS929xr0yM7/fZbHR6tEqzwcoLcqP6EPMteqamasiYq8sl/pGslzOvZ6S4F4/5konH/eKzPxBZq6u5v2achPHK4HHAHsBOwLvjIjbMvNtfYrbqu+1EXEA5XLRn6vlNsjM2ymtJjcAt/Y55l8i4kfAe4ANI+I+mXlZ9ZKbgRsprVBTNsY2bu03kcXl1c0yr42IT2XmNX2MeWVmfj8zTwNOi4i7Uk4UV7bKQPlCs5zyJaJfcf+WmSdn5lsi4l2UVqCnAAdn5mHVS26itE71dHk1IjbLzBurz0jr2HBeRHyb8mX87RHx8cy8snrJxZQW7CnfQNIRs/W5bM1rva8nR0RSjk/vioiVlC5PR/ch7u3V5dTW5Wta+1VllDXDHR0CvIFyo10/4rY+l6263hoRr+7YFknZn64Yd8UTi3nHetvq+Htg54h4LqUF96mUy/nHVOejF/S7rpl5SER8l7L/0FbXv1Fa/P411ZgdcdvrOxoRJwHbAg8C7peZ57fiU45TN/Qh5urO/Rju2KdWRMSplHtP3peZf2rt432qa+szeyllKLR5lO4nf6+W3YCyL6+iJJtT1hF3w8y8LTM/HhE3UBoBtgHenZkfr16yinJsnB3qzrBn04OS0PyD8u3mT5TWly9RtdpSWk5/R2mluR9lCJMPUTr+37XPcb8I3L1tmQ3a/n8ZJfm5kR5aZSYSt1puM+Aayg1Q76GcpB86HXWtnh9KuclgyjcHjRP3ntX891BOkpcCD2mr92uA+/Y57lJgi3Fe8zHgB1Q3rvQp5pHAZtX8t1FOxr+lfEnZgdIV5DJ6aJWfzHtL6cP5a8ql0Cm3kIyzfdtjngR8lNJPdV5V17/QQ5eXMeIeRVvLB+te7VlK+TK6UQ9xH1Tto+9rmzan7f+DKH2Av0Xp9nL/6vNzOVPsojBGzJGOZdpbU59O+TJ6A23dGAYRt5o2j/Il8ZmUPqq3ALsMMm57favnh1D6bg5kG1O6FY1SrrK0jk9zKYnu/ftc13GvMFBGQzmb6njSx7gbtv3/n5TE+ibKl6THU26avGKqn9vJvK+UBPNsSitu19befm5jSm7xHcrVrbsCB1KNnNHnuBt1LDOn4/lnKVcz79RLnafrUXsBZsuD0o/rp1R3F1JOhk+mXAo6lTWX/d5LadofpVwWuwp48IDinkz5BttadoRyuebjlBPIlPtLTjLuJpRLQ6fTw8ljMjGr+fei3Hh1PT10w1hP3FMod5FuSOky8LBqmdaBrpfka7y436cjca7q++Fq/pQu/60n5g+pEj/gP6ptPkq5bP7H6dqP2/blU6p9akoJ30RjUi61nke5CvAjSmvuoOr6gy513YnypeVGehgJhdLn/9eUJOd3wHvb5m3U9v++lP6wo9Vyl0+1vuuJuU5yUL2vR1BagQZV1864I5QxTC+gtFRP6cv3ZONW07al3CB6PVNM5tcTs71h44P0kLhPNW7btAdW722vx+OJ7se7U740rqC0YP92OvbjtulfoHxZnFJDw2TiUo7HZ1BaUM+hfAHv5Rg1Xtz2LxKt89wjKd0lburlvZ3uR+0FmC0PSivAL+kYvojShH8t8O22aYsoJ7RH0eNwHhOI+/WOg9zDKCeuKR/EJxuXMmzJ5ZQT+E7TFPMRlKGPftNLzMm+t9O8T7XXdzdKC99F9NYqv76Y32qbFpRhrO5PjzeMTLKuG1Z/t6KHfpITiPnNtmlPpdzx/yp6vFlxAnFPYk2fwU0prVG/6vF9jar836V0iziw2le6JgfV84dTRhaYaqviRGJ2tkTtSGl56qUFdVJxKV9Oz6b3xGuycbdnzdWlKcWdYMy+D884hbruSEnkz6e3c8BU9uP7U27M3XyAMbsl9Avo7erdROK2X33ZgXJ19tnAvabxvR2h3FPz017e2zoetRdgtjwo/dOWddv5KL+8dDNwQE1x39Pxms2mOy5leJYHTnPMR9LRXWKAcfev+70F9qTHG8tmy35MH0YRmGDMA2dAXe/Up8/slsB/Vf8vYs2J64DOcvSxrhOJ2dmi2vOIMpONS7knYMqXc3uIuz29fzmcSMy+jeLSQ113pg8jcUww7jqtjNNc176MSlHHZ3Yq9a2ez+93OQb9qL0As+lBGSXhCuDpbdNaJ653Uy5XbN65Y0xj3FbLV1+GGJpg3IU11LXvA/FPYhv3e/immbqN66prX+NOMOZdWdOiOp2fnbv2ext3lOHuY5y49mYACdEEYrbq3/c6jxP32YPavnXFXc827vuIIzN4Gw+svjNwGz9zUJ/ZOuMO+uEoCmOI8pOAW1Euv5+a5c7Rkyi/GvOOiLg12+6yp9xQsgBYmT0M1N5j3Ntgar/53kPcf9ZQ117vzu1lG0962/Yhbh3buK66TjluDzFvaX1mp/mzc8sAtnHrbvLMzKsi4gvV4i+sRojYlDIM0GLK3e7THrOP23hCcSNicWZOuq51xa3jfa2rrnXVdzZu49kYt3Z1Z9gz8UG5jHg5ZfSDGyl3a76QMibqQ4FvU/pVvbBafg5ltIQz6KEZf5jiDlNd3cbWdRriXkT5qdbNq/kjrLlB5O6U0RNaQ+pN9SbQaY85bHGHqa5u42bHnQmP2gsw0x6UAfYvogzrcl/gHpSB/f9AGSFhLuWu589SftnpN5S7Gq+nt5tEhibuMNXVbWxdpzHuhZTLjAur5dqH5voy5Q7o7WZLzGGLO0x1dRs3O+5MedRegJn2oNxVfBkd31woQ7BcQBkjNCg3kuxKGR/1VfR4A8MwxR2murqNres0xz2f8gtpd26bvoQy5mwvwwpNe8xhiztMdXUbNzvuTHnUXoCZ9qC0uFzBmp+SvFPbvI9Tmvr7Pg7cMMUdprq6ja1rDXEvbY9LGUKp16HPpj3msMUdprq6jZsdd6Y8Wv0u1CYizgNuzszHVc/nZuaq6v+fA3/KzBcZd3bFHLa41rWZdZ1M3PafVp2NMYct7jDVta64w1TXOuPOBCN1F6BuEbFxRMyPiAVtk18FbB8RxwJk5qqIaI048WN6+M32YYw7THWtK651bWZde4071RNWHTGHLe4w1bWuuMNU1zrjzlRDneBGxHaU4XzOBC6KiP+oZl1EGR7jCRFxQkTModxVCGVQ5H9GxIYREcadeTGHLa51HWzMYYs7THWtK+4w1bWuuMNU1zrjzmjT2R9iJj0ona//Qfl5wX2AjwK3UnWuBu4M7EXpv3IR5adEv0r5FaJefkN9aOIOU13dxta1CXGHqa5u4+bGHaa61hl3pj+Gsg9uRGwOHAdcnJlvapt+OvC7zHxj27T5lLufNwdWAp/NzAuNO/NiDltc69rMutYVd5jqWlfcYaprXXGHqa51xp0NhvWXzOYAmwFfA4iIkSy/ZHQZ5Y2naq6PzFwB/HfHcsadmTGHLa51bWZd64o7THWtK+4w1bWuuMNU1zrjznhD2Qc3M68G/jMzf1JN2qD6eyVV35QsRmPtzto9NXcPU9xhqmtdca3rYGMOW9xhqmtdcYeprnXFHaa61hl3NhjKBBcgM/8Id3yLaf1GfFA6XVPN2w94eVR3HGb23p9jmOIOU13rimtdm1nXuuIOU13rijtMda0r7jDVtc64M92wdlG4Q/WtJtre7FGAiHgfpa/KgzPzNuPOrpjDFte6NrOudcUdprrWFXeY6lpX3GGqa51xZ6qhbcHt0Boe4zbgioh4O/AO4KGZ+VvjztqYwxbXujazrnXFHaa61hV3mOpaV9xhqmudcWecoW/BhfKtp/p3NfAKYDmwe2b+yrizN+awxbWuzaxrXXGHqa51xR2mutYVd5jqWmfcmcgW3LWdUv19ZGb+wriNiTlsca2rcWd7zGGLO0x1rSvuMNW1zrgzxlCOgzueiNg4M/9p3GbFHLa41tW4sz3msMUdprrWFXeY6lpn3JnCBFeSJEmNYhcFSZIkNYoJriRJkhrFBFeSJEmNYoIrSZKkRjHBlSRJUqOY4EqSJKlRTHAlaYaKiJMj4oaI2KLLvE0j4qqI+FlEeCyXpDYeFCVp5notsBFwRJd5HwDuBryy7ec5JUmY4ErSjJWZlwEHAS+KiCe2pkfEw4BXA4dn5m8HWYaImGcLsaTZxoOWJM1shwPnA5+pks0NgM8BfwEOiogHRsTXIuL6iFgZEb+IiGe0ryAiNo+Ij0TE7yLi5ohYXnV/2KljuT0jIiPihRHx/oi4EvgXsGCa6ipJfbFh3QWQJI0tM2+LiFcCPwX2B64BHgI8GbgPcDZwJfBB4J/A84FvRMRzMvPr1WruCzwTOAG4DNgCeBVwZkRsl5l/6wi7P3Ar8BFgbvW/JM0akZl1l0GStB4R8UlKUroK+HZm7hMRpwKLgIdl5qpquQDOAhZm5jbVtLnA6va+uhGxNXAxcEhmHlxN2xM4HbgU2CEzb5me2klSf9lFQZJmh3cD1wGjwFsiYnPgccDxwPyIuFtE3A24K3AK8ICIuCdAZq5qJbcRsUFE3BW4GfgDpTW409Emt5JmM7soSNIskJnLI+IPwN0y8+qIeDgQwMHVo5tFwJXVTWJvoozKcB9gg7Zlruvyusv6V3JJmn4muJI0O7WuwH2E0mLbzZ+qv++iJMFHUvrXXk9pCf4Y3a/k2XoraVYzwZWk2enS6u/qzDx1Pcs+Fzg9M5e0T4yIzYB/DKBsklQr++BK0iyUmdcAZwCvioi7d86PiIVtT2+ndGdon/884J6DLKMk1cUWXEmavV5HGTHhdxHxRUqr7hbAbsBioDXO7XeA90bElyjDje0I/AdrWoElqVFMcCVplsrMCyPiocABwL6UERSuAX4NvK9t0Q8AGwP7AC8AfgU8jTJ2riQ1juPgSpIkqVHsgytJkqRGMcGVJElSo5jgSpIkqVFMcCVJktQoJriSJElqFBNcSZIkNYoJriRJkhrFBFeSJEmNYoIrSZKkRjHBlSRJUqOY4EqSJKlRTHAlSZLUKCa4kiRJapT/DxNbUp6hEATdAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "national_overdoses = annual_overdoses.groupby(\"Year\")[\"Deaths\"].sum() + annual_suicides.groupby(\"Year\")[\"Deaths\"].sum()\n", "fig, ax = plt.subplots(figsize=(8, 5), dpi=100)\n", @@ -741,23 +238,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "72c8542b", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "opioids_yearly = arcos_df.groupby('year')['count'].sum()\n", "\n", @@ -784,23 +268,10 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "ef9764fe", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, ax = plt.subplots(figsize=(10, 6), dpi=100)\n", "plt.xticks(ticks)\n", @@ -997,7 +442,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.6" + "version": "3.9.20" } }, "nbformat": 4, diff --git a/HEAL-notebooks/combined_tutorials/requirements.txt b/HEAL-notebooks/combined_tutorials/requirements.txt index 0d461c4b..0982e8a1 100644 --- a/HEAL-notebooks/combined_tutorials/requirements.txt +++ b/HEAL-notebooks/combined_tutorials/requirements.txt @@ -3,8 +3,8 @@ plotly==5.23.0 seaborn==0.13.2 openpyxl==3.1.5 pyreadstat==1.2.7 +scikit-learn==1.6.0 r-sf r-tidygeocoder r-tmap r-tidyverse -#trigger build From 9e6dd330fcc8d2d6a2987b2a11c37a3f5d8d9861 Mon Sep 17 00:00:00 2001 From: J Montgomery Maxwell Date: Mon, 9 Dec 2024 11:52:47 -0600 Subject: [PATCH 2/3] temp: pin gen3sdk version for heal tutorial ws image --- HEAL-notebooks/Dockerfile | 1 + 1 file changed, 1 insertion(+) diff --git a/HEAL-notebooks/Dockerfile b/HEAL-notebooks/Dockerfile index ff66b26d..6b8f6fe4 100644 --- a/HEAL-notebooks/Dockerfile +++ b/HEAL-notebooks/Dockerfile @@ -5,6 +5,7 @@ ARG NOTEBOOK_DIR COPY $NOTEBOOK_DIR/ $HOME/ RUN pip3 install healdata-utils +RUN pip3 install gen3==4.25.1 # Pinning older gen3sdk for now while conflict is resolved RUN conda config --append channels conda-forge RUN conda install -c plotly plotly From 2af985287624f57d2276f4e7eecb8793735b95ed Mon Sep 17 00:00:00 2001 From: J Montgomery Maxwell Date: Mon, 9 Dec 2024 12:23:01 -0600 Subject: [PATCH 3/3] trigger build --- HEAL-notebooks/combined_tutorials/requirements.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/HEAL-notebooks/combined_tutorials/requirements.txt b/HEAL-notebooks/combined_tutorials/requirements.txt index 0982e8a1..f06ef633 100644 --- a/HEAL-notebooks/combined_tutorials/requirements.txt +++ b/HEAL-notebooks/combined_tutorials/requirements.txt @@ -8,3 +8,4 @@ r-sf r-tidygeocoder r-tmap r-tidyverse +# trigger build