diff --git a/Brouillon_AJ.ipynb b/Brouillon_AJ.ipynb index 815f332..8f5529a 100644 --- a/Brouillon_AJ.ipynb +++ b/Brouillon_AJ.ipynb @@ -10,7 +10,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "88af2795-8bf9-4df0-a059-be7c28fb4289", "metadata": {}, "outputs": [], @@ -29,35 +29,10 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "3ba1f385-2a2f-4b0c-be79-66f618469a9f", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['bdc2324-data/1',\n", - " 'bdc2324-data/10',\n", - " 'bdc2324-data/101',\n", - " 'bdc2324-data/11',\n", - " 'bdc2324-data/12',\n", - " 'bdc2324-data/13',\n", - " 'bdc2324-data/14',\n", - " 'bdc2324-data/2',\n", - " 'bdc2324-data/3',\n", - " 'bdc2324-data/4',\n", - " 'bdc2324-data/5',\n", - " 'bdc2324-data/6',\n", - " 'bdc2324-data/7',\n", - " 'bdc2324-data/8',\n", - " 'bdc2324-data/9']" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "import os\n", "import s3fs\n", @@ -71,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "ba9d04ad-6cc1-4bac-b1a0-44bedfb09763", "metadata": {}, "outputs": [], @@ -95,7 +70,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "cacaecc1-4d8a-4e20-8cd3-b452cf17db56", "metadata": {}, "outputs": [], @@ -108,23 +83,10 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "2ec4b583-dc64-43e9-b3ae-6bbaee0bc135", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2023-11-09 18:10:45+00:00\n", - "2020-06-02 08:24:08+00:00\n", - "2023-10-12 01:39:48+00:00\n", - "2023-10-10 17:06:29+00:00\n", - "2023-11-01 09:20:48+00:00\n", - "2021-03-31 14:59:02+00:00\n" - ] - } - ], + "outputs": [], "source": [ "# Chaque unites correspond à une période ? --> Non, les dossiers ont juste pour but de réduire la taille des fichiers\n", "print(campaign_stats_1['sent_at'].max())\n", @@ -139,32 +101,10 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "77894273-b3e5-4f29-bd63-9f4df8082b9b", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0 2021-03-28 16:01:09+00:00\n", - "1 2021-03-28 16:01:09+00:00\n", - "2 2021-03-28 16:00:59+00:00\n", - "3 2021-03-28 16:00:59+00:00\n", - "4 2021-03-28 16:01:06+00:00\n", - " ... \n", - "6214803 2023-10-23 09:32:33+00:00\n", - "6214804 2023-10-23 09:32:49+00:00\n", - "6214805 2023-10-23 09:33:28+00:00\n", - "6214806 2023-10-23 09:31:53+00:00\n", - "6214807 2023-10-23 09:33:54+00:00\n", - "Name: sent_at, Length: 6214808, dtype: datetime64[ns, UTC]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "campaign_stats_1['sent_at']" ] @@ -179,19 +119,10 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "4223c873-cbd3-46d1-ac96-c9a3b9e97092", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/tmp/ipykernel_1362/4118060109.py:9: DtypeWarning: Columns (20) have mixed types. Specify dtype option on import or set low_memory=False.\n", - " customers_plus_2 = pd.read_csv(file_in, sep=\",\")\n" - ] - } - ], + "outputs": [], "source": [ "FILE_PATH_S3 = 'bdc2324-data/1/1customersplus.csv'\n", "\n", @@ -206,32 +137,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "460f853a-68c0-42a7-9877-b83d3aaec813", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['id', 'lastname', 'firstname', 'birthdate', 'email', 'street_id',\n", - " 'created_at', 'updated_at', 'civility', 'is_partner', 'extra',\n", - " 'deleted_at', 'reference', 'gender', 'is_email_true', 'extra_field',\n", - " 'identifier', 'opt_in', 'structure_id', 'note', 'profession',\n", - " 'language', 'mcp_contact_id', 'need_reload', 'last_buying_date',\n", - " 'max_price', 'ticket_sum', 'average_price', 'fidelity',\n", - " 'average_purchase_delay', 'average_price_basket',\n", - " 'average_ticket_basket', 'total_price', 'preferred_category',\n", - " 'preferred_supplier', 'preferred_formula', 'purchase_count',\n", - " 'first_buying_date', 'last_visiting_date', 'zipcode', 'country', 'age',\n", - " 'tenant_id'],\n", - " dtype='object')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "customers_plus_1.columns" ] @@ -278,21 +187,10 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": null, "id": "32fa2215-3c79-40b5-8643-755865959fc7", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "common_id = set(customers_plus_2['id']).intersection(customers_plus_1['id'])\n", "# Exemple id commun = caractéristiques communes\n", @@ -303,70 +201,19 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "id": "0eb345e4-69f5-4e16-ac57-e33674c6c43d", "metadata": { "scrolled": true }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "id 0.000000\n", - "lastname 43.461341\n", - "firstname 44.995588\n", - "birthdate 96.419870\n", - "email 8.622075\n", - "street_id 0.000000\n", - "created_at 0.000000\n", - "updated_at 0.000000\n", - "civility 100.000000\n", - "is_partner 0.000000\n", - "extra 100.000000\n", - "deleted_at 100.000000\n", - "reference 100.000000\n", - "gender 0.000000\n", - "is_email_true 0.000000\n", - "extra_field 100.000000\n", - "identifier 0.000000\n", - "opt_in 0.000000\n", - "structure_id 88.072380\n", - "note 99.403421\n", - "profession 95.913503\n", - "language 99.280945\n", - "mcp_contact_id 34.876141\n", - "need_reload 0.000000\n", - "last_buying_date 51.653431\n", - "max_price 51.653431\n", - "ticket_sum 0.000000\n", - "average_price 8.639195\n", - "fidelity 0.000000\n", - "average_purchase_delay 51.653431\n", - "average_price_basket 51.653431\n", - "average_ticket_basket 51.653431\n", - "total_price 43.014236\n", - "preferred_category 100.000000\n", - "preferred_supplier 100.000000\n", - "preferred_formula 100.000000\n", - "purchase_count 0.000000\n", - "first_buying_date 51.653431\n", - "last_visiting_date 100.000000\n", - "zipcode 71.176564\n", - "country 5.459418\n", - "age 96.419870\n", - "tenant_id 0.000000\n", - "dtype: float64\n" - ] - } - ], + "outputs": [], "source": [ - "pd.DataFrame(customers_plus_1.isna().mean()*100)" + "customers_plus_1.isna().mean()*100" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "6f6ce60d-0912-497d-9108-330acccef394", "metadata": {}, "outputs": [], @@ -382,413 +229,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "fa8ee17d-5092-40ac-8a0a-3790b016dd4e", "metadata": { "scrolled": true }, - "outputs": [ - { - "data": { - "text/html": [ - "
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idlastnamefirstnamebirthdateemailstreet_idcreated_atupdated_atcivilityis_partner...tenant_idid_xcustomer_idpurchase_datetype_ofis_from_subscriptionamountis_full_pricestart_date_timeevent_name
0405082lastname405082NaNNaNNaN62023-01-12 06:30:31.197484+01:002023-01-12 06:30:31.197484+01:00NaNFalse...15569924234050822023-01-11 17:08:41+01:003False13.0False2023-02-06 20:00:00+01:00zaide
1405082lastname405082NaNNaNNaN62023-01-12 06:30:31.197484+01:002023-01-12 06:30:31.197484+01:00NaNFalse...15569924234050822023-01-11 17:08:41+01:003False13.0False2023-02-06 20:00:00+01:00zaide
2411168lastname411168NaNNaNNaN62023-03-17 06:30:35.431967+01:002023-03-17 06:30:35.431967+01:00NaNFalse...155610539344111682023-03-16 16:23:10+01:003False62.0False2023-03-19 16:00:00+01:00luisa miller
3411168lastname411168NaNNaNNaN62023-03-17 06:30:35.431967+01:002023-03-17 06:30:35.431967+01:00NaNFalse...155610539344111682023-03-16 16:23:10+01:003False62.0False2023-03-19 16:00:00+01:00luisa miller
44380lastname4380firstname4380NaNNaN12021-04-22 14:51:55.432952+02:002022-04-14 11:41:33.738500+02:00NaNFalse...1556118914143802020-11-26 13:12:53+01:003False51.3False2020-12-01 20:00:00+01:00iphigenie en tauride
..................................................................
31896419095lastname19095firstname190951979-07-16email1909562021-04-22 15:06:30.120537+02:002023-09-12 18:27:36.904104+02:00NaNFalse...15561090839190952019-05-19 21:18:36+02:001False4.5False2019-05-27 20:00:00+02:00entre femmes
31896519095lastname19095firstname190951979-07-16email1909562021-04-22 15:06:30.120537+02:002023-09-12 18:27:36.904104+02:00NaNFalse...15561090839190952019-05-19 21:18:36+02:001False4.5False2019-05-27 20:00:00+02:00entre femmes
31896619095lastname19095firstname190951979-07-16email1909562021-04-22 15:06:30.120537+02:002023-09-12 18:27:36.904104+02:00NaNFalse...15561090839190952019-05-19 21:18:36+02:001False4.5False2019-05-27 20:00:00+02:00entre femmes
31896719095lastname19095firstname190951979-07-16email1909562021-04-22 15:06:30.120537+02:002023-09-12 18:27:36.904104+02:00NaNFalse...15561244277190952019-12-31 11:04:07+01:001False5.5False2020-02-03 20:00:00+01:00a boire et a manger
31896819095lastname19095firstname190951979-07-16email1909562021-04-22 15:06:30.120537+02:002023-09-12 18:27:36.904104+02:00NaNFalse...15561244277190952019-12-31 11:04:07+01:001False5.5False2020-02-03 20:00:00+01:00a boire et a manger
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318969 rows × 52 columns

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id_xpurchase_datetype_ofis_from_subscriptionamountis_full_pricestart_date_timeevent_name
09924232023-01-11 17:08:41+01:003False13.0False2023-02-06 20:00:00+01:00zaide
19924232023-01-11 17:08:41+01:003False13.0False2023-02-06 20:00:00+01:00zaide
210539342023-03-16 16:23:10+01:003False62.0False2023-03-19 16:00:00+01:00luisa miller
310539342023-03-16 16:23:10+01:003False62.0False2023-03-19 16:00:00+01:00luisa miller
411891412020-11-26 13:12:53+01:003False51.3False2020-12-01 20:00:00+01:00iphigenie en tauride
...........................
31896410908392019-05-19 21:18:36+02:001False4.5False2019-05-27 20:00:00+02:00entre femmes
31896510908392019-05-19 21:18:36+02:001False4.5False2019-05-27 20:00:00+02:00entre femmes
31896610908392019-05-19 21:18:36+02:001False4.5False2019-05-27 20:00:00+02:00entre femmes
31896712442772019-12-31 11:04:07+01:001False5.5False2020-02-03 20:00:00+01:00a boire et a manger
31896812442772019-12-31 11:04:07+01:001False5.5False2020-02-03 20:00:00+01:00a boire et a manger
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idnamecreated_atupdated_atidentifier
02ens-écoles2021-05-07 15:24:19.808501+02:002021-05-07 15:24:19.808501+02:00b6a360c5f84595940c5774f13fd39cc3
11NaN2021-05-07 15:24:19.805589+02:002021-05-07 15:24:19.805589+02:00d41d8cd98f00b204e9800998ecf8427e
24ecoles primaires rennes2021-05-07 15:29:06.388415+02:002021-05-07 15:29:06.388415+02:00ca8649dd64c240d118f60b07d11a7053
35Angers Nantes Opéra2023-01-27 15:59:58.187557+01:002023-01-27 15:59:58.187557+01:00f8f500f937fe312542399299cdc13f7e
46Opéras2023-01-27 16:03:59.654938+01:002023-01-27 16:03:59.654938+01:0022eb2c616983ec7b54a093f84b230505
57Ministère de la Culture2023-01-30 11:22:29.636813+01:002023-01-30 11:22:29.636813+01:001b8c5c08fde000d90905a3d14af7763d
68Orchestres2023-01-30 11:33:56.392799+01:002023-01-30 11:33:56.392799+01:007c2aee0c80642d7e325a450f2dec45e5
79Cooperative2023-01-31 14:44:38.471146+01:002023-01-31 14:44:38.471146+01:006c88c36ffaab88d255865aa3111d7686
810Théâtres2023-01-31 14:45:17.804428+01:002023-01-31 14:45:17.804428+01:00b2c19672df82021702b79482c8cda85a
911La co[opera]tive2023-02-16 17:11:35.004478+01:002023-02-16 17:11:35.004478+01:005dbaa3a1f278c0fcf981d447ad20957a
1012Ville de Rennes2023-02-16 17:37:13.816196+01:002023-02-16 17:37:13.816196+01:00bc483d04d9c3a08f167a3ce64366ca72
1113Ensembles en résidence2023-02-16 17:55:54.877374+01:002023-02-16 17:55:54.877374+01:00e70635e771de13268dccf02bb2abfaf9
1214Ministère2023-02-17 11:17:54.429462+01:002023-02-17 11:17:54.429462+01:00a3f0582853fd19f5b57e3651f8a20e7a
1315Rennes métropole2023-02-17 11:53:24.490786+01:002023-02-17 11:53:24.490786+01:00e98b8db5941b96c29c353b6f2f502055
1416Ville de Rennes - équipements culturels2023-02-17 12:00:10.649104+01:002023-02-17 12:00:10.649104+01:00a44edffc7edb852982efa7f4aa6d0e25
1517Structures culturelles rennaises2023-02-17 12:05:55.583016+01:002023-02-17 12:05:55.583016+01:00241550517e4e3b1c926e9aeab0f621cd
1618Université Rennes 22023-02-17 14:23:44.832959+01:002023-02-17 14:23:44.832959+01:004057c5cee51c4e10aa819f0cf48adc3f
1719Centres chorégraphiques nationaux2023-02-17 15:29:41.827321+01:002023-02-17 15:29:41.827321+01:0041e75941dfb766365498d917abe0102f
1820Télévision2023-02-17 15:46:13.746092+01:002023-02-17 15:46:13.746092+01:0036d6409c539dd79c1f3af8c5948603eb
1921structures culturelles nationales2023-02-17 15:56:00.555722+01:002023-02-17 15:56:00.555722+01:005311cf7e42aac53289e1c4a338d5cfa4
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996 rows × 16 columns

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